Publications of Kaisa Miettinen

Publications in 2025

Journal Papers

Shavazipour, B., Kwakkel, J.H., Miettinen, K., Let Decision-makers Direct the Search for Robust Solutions: An Interactive Framework for Multiobjective Robust Optimization under Deep Uncertainty, Environmental Modelling and Software, 183, Article 106233, 2025. Available via ScienceDirect. Published in parallel in JYX (open access).
Abstract

Publications in 2024

Journal Papers

Kania, A., Afsar, B., Miettinen, K., Sipila, J., DESMILS: A Decision Support Approach for Multi-item Lot Sizing using Interactive Multiobjective Optimization, Journal of Intelligent Manufacturing, 35, 1373-1387, 2024. Available via SpringerLink (open access). Published in parallel in JYX (open access).
Abstract

Hautala, A.J., Shavazipour, B., Afsar, B., Tulppo, M.P., Miettinen, K., Machine Learning Models for Assessing Risk Factors Affecting Health Care Costs: 12-month Exercise-based Cardiac Rehabilitation, Frontiers in Public Health, 12, 2024. Available via Frontiers (open access). Published in parallel in JYX (open access).
Abstract

Aghaei Pour, P., Bandaru, S., Afsar, B., Emmerich, M., Miettinen. K., A Performance Indicator for Interactive Evolutionary Multiobjective Optimization Methods, IEEE Transactions on Evolutionary Computation, 28(3), 778-787, 2024. Available via IEEE Xplore (open access). Published in parallel in JYX (open access).
Abstract

Afsar, B., Silvennoinen, J., Ruiz, F., Ruiz, A. B., Misitano, G., Miettinen, K., An Experimental Design for Comparing Interactive Methods based on Their Desirable Properties, Annals of OR, 338(2-3), 835-856, 2024. Available via SpringerLink (open access). Published in parallel in JYX (open access).
Abstract

Mazumdar, A., Burkotova, J., Kratky;, T., Chugh, T., Miettinen, K., Handling Simulation Failures of a Computationally Expensive Multiobjective Optimization Problem in Pump Design, Engineering Applications of Artificial Intelligence, 136, Part A, Article 108897, 2024.
Abstract

Burkotova, J., Aghaei Pour, P., Kratky, T., Miettinen, K., Interactive Multiobjective Optimization of an Extremely Computationally Expensive Pump Design Problem , Engineering Optimization, 56(8), 1318-1333, 2024. Available via Taylor & Francis Online (open access). Published in parallel in JYX (open access).
Abstract

Aghaei Pour, P., Hakanen, J., Miettinen, K., A Surrogate-Assisted A Priori Multiobjective Evolutionary Algorithm for Constrained Multiobjective Optimization Problems, Journal of Global Optimization, 90, 459-485, 2024. Available via SpringerLink (open access). Published in parallel in JYX (open access).
Abstract

Saini, B.S., Miettinen, K. Klamroth, K., Steuer, R.E., Dachert, K., SCORE Band Visualizations: Supporting Decision Makers in Comparing High-Dimensional Outcome Vectors in Multiobjective Optimization, IEEE Access, 12, 164371-164388, 2024. Available via IEEE Xplore.
Abstract

Heikkinen, R., Karvanen, J., Miettinen, K., A Bayesian Model for Portfolio Decisions based on Debiased and Regularized Expert Predictions, Journal of Business Economics, to appear.
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Conference Papers (in Proceedings)

Chugh, T., Kufer, K.-H., Miettinen, K., Olhofer, M., Rahat, A. Knowledge Extraction for Multiobjective Optimization on a Budget, in "Multiobjective Optimization on a Budget" (Dagstuhl Seminar 23361), Dagstuhl Reports 13(9), Edited by R. Allmendinger, C.M. Fonseca, S. Sayin, M.M. Wiecek, Dagstuhl, 24-28, 2024.

Publications in 2023

Journal Papers

Saini, B.S., Chakrabarti, D., Chakraborti, N., Shavazipour, B., Miettinen, K., Interactive Data-driven Multiobjective Optimization of Metallurgical Properties of Microalloyed Steels using the DESDEO Framework, Engineering Applications of Artificial Intelligence, 120, article 105918, 2023. Available via ScienceDirect (open access). Published in parallel in JYX (open access).
Abstract

Chen, L., Miettinen, K., Xin, B., Ojalehto, V., Comparing Reference Point based Interactive Multiobjective Optimization Methods without a Human Decision Maker, Journal of Global Optimization, 85(3), 757-788, 2023. Available via SpringerLink (open access). Published in parallel in JYX (open access).
Abstract

Afsar, B., Ruiz, A.B., Miettinen, K., Comparing Interactive Evolutionary Multiobjective Optimization Methods with an Artificial Decision Maker, Complex & Intelligent Systems, 9, 1165-1181, 2023. Available via SpringerLink (open access). Published in parallel in JYX (open access). Implementation of ADM-II in Python available in the DESDEO software framework
Abstract

Hautala, A.J., Shavazipour, B. Afsar, B., Tulppo, M.P., Miettinen, K., Machine Learning Models in Predicting Health Care Costs in Patients with a Recent Acute Coronary Syndrome: A Prospective Pilot Study, Cardiovascular Digital Health Journal, 4(4), 137-142, 2023. Available via ScienceDirect (open access). Published in parallel in JYX (open access).
Abstract

Heikkinen, R., Sipila, J., Ojalehto, V., Miettinen, K., Flexible Data Driven Inventory Management with Interactive Multiobjective Lot Size Optimization, International Journal of Logistics Systems and Management, 46(2), 206-235, 2023. Available from InderScience Publishers. Published in parallel in JYX (open access).
Abstract

Afsar, B., Silvennoinen, J., Misitano, G., Ruiz, F., Ruiz, A.B., Miettinen, K., Designing Empirical Experiments to Compare Interactive Multiobjective Optimization Methods, Journal of the Operational Research Society, 74(11), 2327-2338, 2023. Available via Taylor&FrancisOnline (open access). Published in parallel in JYX (open access).
Abstract

Mazumdar, A., Lopez-Ibanez, M., Chugh, T., Hakanen, J., Miettinen, K., Treed Gaussian Process Regression for Solving Offline Data-Driven Continuous Multiobjective Optimization Problems, Evolutionary Computation, 31(4), 375-399, 2023. Available via MIT Press Direct (open access). Published in parallel in JYX (open access).
Abstract

Special Issue

Coello, C.C., Goodman, E., Miettinen, K., Saxena, D., Schuetze, O., Thiele, L. (Guest Editors), Special Issue on the occasion of Kalyanmoy Deb's 60th birthday, Mathematical and Computational Applications, 2023. Editorial and Interview available

Papers in Collections

Deb, K., Fleming, P., Jin, Y., Miettinen, K., Reed, P. M., Key Issues in Real-World Applications of Many-Objective Optimisation and Decision Analysis, in "Many-Criteria Optimization and Decision Analysis", Ed. by D. Brockhoff, M. Emmerich, B. Naujoks, R. Purshouse, Springer, 29-57, 2023. Available via SpringerLink. Published in parallel in JYX (open access).

Afsar, B., Fieldsend, J. E., Guerreiro, A. P., Miettinen, K., Reed, P. M., Rojas Gonzalez, S., Sato, H., Many-Objective Quality Measures, in "Many-Criteria Optimization and Decision Analysis", Ed. by D. Brockhoff, M. Emmerich, B. Naujoks, R. Purshouse, Springer, 113-148, 2023. Available via SpringerLink. Published in parallel in JYX (open access).

Hakanen, J., Gold, D., Miettinen, K., Reed, P. M.,, Visualisation for Decision Support in Many-Objective Optimisation: State-of-the-art, Guidance and Future Directions, in "Many-Criteria Optimization and Decision Analysis", Ed. by D. Brockhoff, M. Emmerich, B. Naujoks, R. Purshouse, Springer, 181-212, 2023. Available via SpringerLink. Published in parallel in JYX (open access).

Conference Papers (in Proceedings)

Liefooghe, A., Verel, S., Chugh, T., Fieldsend, J., Allmendinger, R., Miettinen K., Feature-Based Benchmarking of Distance-Based Multi/Many-objective Optimisation Problems: A Machine Learning Perspective, in "Evolutionary Multi-Criterion Optimization, 12th International Conference, EMO 2023, Proceedings", Edited by M. Emmerich, A. Deutz, H. Wang, A.V. Kononova, B. Naujoks, K. Li, K. Miettinen, I. Yevseyeva, Springer, 260-273, 2023. Available via SpringerLink. Published in parallel in JYX (open access)

Larraga, G., Saini, B.S., Miettinen, K., Incorporating Preference Information Interactively in NSGA-III by the Adaptation of Reference Vectors in "Evolutionary Multi-Criterion Optimization, 12th International Conference, EMO 2023, Proceedings", Edited by M. Emmerich, A. Deutz, H. Wang, A.V. Kononova, B. Naujoks, K. Li, K. Miettinen, I. Yevseyeva, Springer, 578-592, 2023. Available via SpringerLink. Available in parallel in JYX (open access)

Afsar, B., Silvennoinen, J., Miettinen, K., A Systematic Way of Structuring Real-World Multiobjective Optimization Problems, in "Evolutionary Multi-Criterion Optimization, 12th International Conference, EMO 2023, Proceedings", Edited by M. Emmerich, A. Deutz, H. Wang, A.V. Kononova, B. Naujoks, K. Li, K. Miettinen, I. Yevseyeva, Springer, 593-605, 2023. Available via SpringerLink. Published in parallel in JYX (open access)

Larraga, G., Miettinen, K., Component-based Thinking in Designing Interactive Multiobjective Evolutionary Methods, in "Proceedings of the 2023 Genetic and Evolutionary Computation Conference, Companion", Association of Computing Machinery, New York, 1693-1702, 2023. Available via ACM Digital Library (open access). Published in parallel in JYX (open access)

Saini, B.S., Larraga, G., Miettinen, K., Using a Database to Support Interactive Multiobjective Optimization, Visualization, and Analysis, in "Proceedings of the 2023 Genetic and Evolutionary Computation Conference, Companion", Association of Computing Machinery, New York, 1703-1711, 2023. Available via ACM Digital Library (open access). Published in parallel in JYX (open access)

Edited Proceedings

Emmerich, M., Deutz, A., Wang, H., Kononova, A.V., Naujoks, B., Li, K., Miettinen, K., Yevseyeva, I. (eds), Evolutionary Multi-Criterion Optimization: 12th International Conference, EMO 2023, Proceedings, Springer, 2023

Publications in 2022

Journal Papers

Shavazipour, B., Afsar, B., Multanen, J., Miettinen, K., Kujala, U.M., Interactive Multiobjective Optimization for Finding the Most Preferred Exercise Therapy Modality in Knee Osteoarthritis, Annals of Medicine, 54(1), 181-194, 2022. Available via Taylor & Francis Online (open access). Published in parallel in JYX (open access).
Abstract

Fieldsend, J. E., Chugh, T., Allmendinger, R., Miettinen, K., A Visualizable Test Problem Generator for Many-Objective Optimization, IEEE Transactions on Evolutionary Computation, 26(1), 1-11, 2022. Available via IEEE XPlore. Published in parallel in JYX (open access). Implementation of the new (extended) version of the DBMOPP test problem generator in Matlab available in Github
Abstract

Hakanen, J., Rados, S., Misitano, G., Saini, B. S., Miettinen, K., Matkovic, K., Interactivized: Visual Interaction for Better Decisions with Interactive Multiobjective Optimization, IEEE Access, 10, 33661-33678, 2022. Available via IEEEXplore. Published in parallel in JYX (open access).
Abstract

Aghaei Pour, P., Rodemann, T., Hakanen, J., Miettinen, K., Surrogate Assisted Interactive Multiobjective Optimization in Energy System Design of Buildings, Optimization and Engineering, 23, 303-327, 2022. Available via SpringerLink (open access) Published in parallel in JYX (open access). Implementation of Interactive K-RVEA in Python is available in the DESDEO software framework
Abstract

Koushki, J., Miettinen, K., Soleimani-damaneh M., LR-NIMBUS: An Interactive Algorithm for Uncertain Multiobjective Optimization with Lightly Robust Efficient Solutions, Journal of Global Optimization, 83, 843-863, 2022. Available via SpringerLink. Published in parallel in JYX (open access).
Abstract

Saini, B. S., Emmerich, M., Mazumdar, A., Afsar, B., Shavazipour, B., Miettinen, K., Optimistic NAUTILUS Navigator for Multiobjective Optimization with Costly Function Evaluations, Journal of Global Optimization, 83, 865-889, 2022. Available via SpringerLink (open access). Published in parallel in JYX (open access).
Abstract

Misitano, B., Afsar, B., Larraga, G., Miettinen, K., Towards Explainable Interactive Multiobjective Optimization: R-XIMO, Autonomous Agents and Multi-Agent Systems, 36, article 43, 2022. Available via SpringerLink (open access). Published in parallel in JYX (open access).
Abstract

Mazumdar, A., Chugh, T., Hakanen, J., Miettinen, K., Probabilistic Selection Approaches in Decomposition-based Evolutionary Algorithms for Offline Data-Driven Multiobjective Optimization, IEEE Transactions on Evolutionary Computation, 26(5), 1182-1191, 2022. Available via IEEE XPlore. Published in parallel in JYX (open access).
Abstract

Kania, A., Sipila, J., Misitano, G., Miettinen, K., Lehtimaki, J., Integration of Lot Sizing and Safety Strategy Placement using Interactive Multiobjective Optimization, Computers & Industrial Engineering, 173, article 108731, 2022. Available via ScienceDirect (open access). Published in parallel in JYX (open access).
Abstract

Shavazipour, B., Podkopaev, D., Miettinen, K., Interactive Decision Support and Trade-off Analysis for Sustainable Forest Landscape Planning under Deep Uncertainty, Canadian Journal of Forest Research, 52(11), 1423-1438, 2022. Available via Canadian Science Publishing. Published in parallel in JYX (open access).
Abstract

Special Issue

Kufer, K.-H., Miettinen, K., Ruzika, S., Sayin, S. (Guest Editors), Special Issue on Multi-Criteria Optimization in Industry, OR Spectrum, 44(2), 2022. Preface available via SpringerLink

Conference Papers (in Proceedings)

Aghaei Pour, P., Bandaru, S., Afsar, B., Miettinen, K., Desirable Properties of Performance Indicators for Assessing Interactive Evolutionary Multiobjective Optimization Methods, in "Proceedings of the Genetic and Evolutionary Computation Conference", Companion, Edited by J. E. Fieldsend, The Association of Computing Machinery (ACM), New York, 1803-1811, 2022. Available via ACM Digital Library (open access). Published in parallel in JYX (open access)

Larraga, G., Miettinen, K., Interactive MOEA/D with Multiple Types of Preference Information, in "Proceedings of the Genetic and Evolutionary Computation Conference", Companion, Edited by J. E. Fieldsend, The Association of Computing Machinery (ACM), New York, 1826-1834, 2022. Available via ACM Digital Library (open access). Published in parallel in JYX (open access)

Mazumdar, A., Otayagich, S., Miettinen, K., Interactive Evolutionary Multiobjective Optimization with Modular Physical User Interface, in "Proceedings of the Genetic and Evolutionary Computation Conference", Companion, Edited by J. E. Fieldsend, The Association of Computing Machinery (ACM), New York, 1835-1843, 2022. Available via ACM Digital Library (open access). Published in parallel in JYX (open access)

Rahat, A., Chugh, T., Fieldsend, J., Allmendinger, R., Miettinen, K., Efficient Approximation of Expected Hypervolume Improvement using Gauss-Hermite Quadrature, in "Parallel Problem Solving from Nature - PPSN XVII, 17th International Conference, Proceedings, Part I", Edited by Rudolph, G., Kononova, A. V., Aguirre, H., Kerschke, P., Ochoa, G., Tusar, T., Springer, 90-103, 2022. Available via SpringerLink. Published in parallel in JYX (open access)

Larraga, G., Miettinen, K., A General Architecture for Generating Interactive Decomposition-Based MOEAs, in "Parallel Problem Solving from Nature - PPSN XVII, 17th International Conference, Proceedings, Part II", Edited by Rudolph, G., Kononova, A. V., Aguirre, H., Kerschke, P., Ochoa, G., Tusar, T., Springer, 81-95, 2022. Available via SpringerLink. Published in parallel in JYX (open access)

Publications in 2021

Journal Papers

Lovison, A., Miettinen, K., On the Extension of the DIRECT Algorithm to Multiple Objectives, Journal of Global Optimization, 79(2), 387-412, 2021. Available via SpringerLink (open access). Published in parallel in JYX (open access)
Abstract

Afsar, B., Miettinen, K., Ruiz, F., Assessing the Performance of Interactive Multiobjective Optimization Methods: A Survey, ACM Computing Surveys, 54(4), article 85, 2021. Available via ACM Digital Library Published in parallel in JYX (open access)
Abstract

Shavazipour, B., Lopez-Ibanez, M., Miettinen, K., Visualizations for Decision Support in Scenario-based Multiobjective Optimization, Information Sciences, 578, 1-21, 2021. Available via ScienceDirect(open access) Published in parallel in JYX (open access). Implementations of the visualizations in R are available in Zenodo
Abstract

Shavazipour, B., Kwakkel, J. H., Miettinen, K., Multi-Scenario Multi-Objective Robust Optimization under Deep Uncertainty: A Posteriori Approach Environmental Modelling & Software, 144, article 105134, 2021. Available via ScienceDirect (open access) Published in parallel in JYX (open access).
Abstract

Hakanen, J., Miettinen, K., Matkovic, K., Task-based Visual Analytics for Interactive Multiobjective Optimization, Journal of the Operational Research Society, 72(9), 2073-2090, 2021. Available via Taylor & Francis Online. Published in parallel in JYX (open access)
Abstract

Misitano, G., Saini, B. S., Afsar, B., Shavazipur, B., Miettinen, K., DESDEO: The Modular and Open Source Framework for Interactive Multiobjective Optimization, IEEE Access, 9, 148277-148295, 2021. Available via IEEE XPlore (open access). Published in parallel in JYX (open access). The DESDEO framework is available (in Python) in Github
Abstract

Podkopaev, D., Miettinen, K., Ojalehto, V., An Approach to the Automatic Comparison of Reference Point-Based Interactive Methods for Multiobjective Optimization, IEEE Access, 9, 150037-150048, 2021. Available via IEEE XPlore (open access). Published in parallel in JYX (open access). Implementation of the ADM in Python is available in Github
Abstract

Special Issue

Miettinen, K., Sayin, S. (Guest Editors), Special Issue on Global Multiobjective Optimization, Journal of Global Optimization, 80(1), 2021. Preface available via SpringerLink

Conference Papers (in Proceedings)

Afsar, B., Miettinen, K., Ruiz, A. B., Artificial Decision Maker for Comparing Reference Point Based Interactive Evolutionary Multiobjective Optimization Methods, in "Evolutionary Multi-Criterion Optimization, 11th International Conference, EMO 2021, Proceedings", Edited by H. Ishibuchi, Q. Zhang, R. Cheng, K. Li, H. Li, H. Wang, A. Zhou, Springer, 619-631, 2021. Available via SpringerLink. Published in parallel in JYX (open access). Implementation of ADM-EMO in Python available in the DESDEO software framework.

Kania, A., Sipila, J., Afsar, B., Miettinen, K., Interactive Multiobjective Optimization in Lot Sizing with Safety Stock and Safety Lead Time , in "Computational Logistics, 12th International Conference, ICCL 2021, Proceedings", Edited by M. Mes, E. Lalla-Ruiz, S. Voss, Springer, 208-221, 2021. Available via SpringerLink, Published in parallel in JYX (open access).

Publications in 2020

Journal Papers

Saccani, G., Hakanen, J., Sindhya, K., Ojalehto, V., Hartikainen, M., Antonelli, M., Miettinen, K., Potential of Interactive Multiobjective Optimization in Supporting the Design of a Groundwater Biodenitrification Process, Journal of Environmental Management, 254, 1-9, 2020. Available via ScienceDirect. Published in parallel in JYX (open access)
Abstract

Conference Papers (in Proceedings)

Dächert, K., Klamroth, K. Miettinen, K., Steuer, R. E.. KaKaRaKe - User-Friendly Visualization for Multiobjective Optimization with High-Dimensional Objective Vectors, in "Scalability in Multiobjective Optimization", Report from Dagstuhl Seminar 20031, Edited by C.M. Fonseca, K. Klamroth, G. Rudolph, M.M. Wiecek, Dagstuhl, 97-103, 2020.

Saini, B., Hakanen, J., Miettinen, K., A New Paradigm in Interactive Evolutionary Multiobjective Optimization, in "Parallel Problem Solving from Nature - PPSN XVI, 16th International Conference, Part II", Edited by T. Bäck, M. Preuss, A Deutz, H. Wang, C. Doerr, M. Emmerich, H. Trautmann, Springer, 243-256, 2020. Available via SpringerLink. Published in parallel in JYX (open access)

Afsar, B., Podkopaev, D., Miettinen, K., Data-driven Interactive Multiobjective Optimization: Challenges and a Generic Multi-agent Architecture, in "Procedia Computer Science", 24th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems 176, 281-290, 2020. Available via ScienceDirect. Published in parallel in JYX (open access)

Mazumdar, A., Chugh, T., Hakanen, J., Miettinen, K., An Interactive Framework for Offline Data-Driven Multiobjective Optimization, in "Bioinspired Optimization Methods and their Applications, 9th International Conference, Proceedings", Edited by B.Filipic, E. Minisci, M. Vasile, Springer, 97-109, 2020. Available via SpringerLink. Published in parallel in JYX (open access)

Publications in 2019

Journal Papers

Hartikainen, M., Miettinen, K., Klamroth, K., Interactive Nonconvex Pareto Navigator for Multiobjective Optimization, European Journal of Operational Research, 275(1), 238-251, 2019. Available via ScienceDirect. Published in parallel in JYX (open access)
Abstract

Zhou-Kangas, Y. Miettinen, K. Sindhya, K., Solving Multiobjective Optimization Problems with Decision Uncertainty: An Interactive Approach, Journal of Business Economics, 89(1), 25-51, 2019. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Chugh, T., Sindhya, K., Hakanen, J., Miettinen, K., A Survey on Handling Computationally Expensive Multiobjective Optimization Problems with Evolutionary Algorithms, Soft Computing, 23(9), 3137-3166, 2019. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Zhou-Kangas, Y., Miettinen, K., Decision Making in Multiobjective Optimization Problems under Uncertainty: Balancing between Robustness and Quality, OR Spectrum, 41(2), 391-413, 2019. Available via SpringerLink (open access). Published in parallel in JYX (open access)
Abstract

Tabatabaei, M., Hartikainen, M., Sindhya, K., Hakanen, J., Miettinen, K., An Interactive Surrogate-based Method for Computationally Expensive Multiobjective Optimization, Journal of the Operational Research Society, 70(6), 898-914, 2019. Available via Taylor & Francis Online. Published in parallel in JYX (open access). Implementation of Surrogate-ASF in Matlab available in GitHub
Abstract

Ruiz, A.B., Ruiz, F., Miettinen, K., Delgado-Antequera, L., Ojalehto, V., NAUTILUS Navigator: Free Search Interactive Multiobjective Optimization Without Trading-off, Journal of Global Optimization, 74(2), 213-231, 2019. Available via SpringerLink. Published in parallel in JYX (open access). Implementation of NAUTILUS Navigator in Python available in the DESDEO software framework. Video of NAUTILUS Navigator
Abstract

Jin, Y., Wang, H., Chugh, T., Guo, D., Miettinen, K., Data-Driven Evolutionary Optimization: An Overview and Case Studies, IEEE Transactions on Evolutionary Computation, 23(3), 442-458, 2019. Available via IEEE XPlore. Published in parallel in JYX (open access)
Abstract

Habib, A., Singh, H.K., Chugh, T., Ray, T., Miettinen, K., A Multiple Surrogate Assisted Decomposition Based Evolutionary Algorithm for Expensive Multi/Many-Objective Optimization, IEEE Transactions on Evolutionary Computation, 23(6), 1000-1014, 2019. Available via IEEE XPlore. Published in parallel in JYX (open access). Implementation of HSMEA in Matlab available in GitHub.
Abstract

Special Issue

Miettinen, K., Ruiz, F. (Guest Editors), Special Issue on Global Optimization with Multiple Criteria: Theory, Methods and Applications, Journal of Global Optimization, 75(1), 2019. Preface available via SpringerLink

Papers in Collections

Ojalehto, V., Miettinen, K., DESDEO: An Open Framework for Interactive Multiobjective Optimization, in "Multiple Criteria Decision Making and Aiding: Cases on Models and Methods with Computer Implementations", Ed. by S. Huber, M. J. Geiger, A. T. de Almeida, Springer, 67-94, 2019. Published in parallel in JYX (open access). Implementation in Python available in the DESDEO software framework.

Conference Papers (in Proceedings)

Mazumdar, A., Chugh, T., Miettinen, K., Lopez-Ibanez, M., Dealing with Uncertainties from Kriging Models in Offline Data-Driven Evolutionary Multiobjective Optimization, in "Evolutionary Multi-Criterion Optimization: 10th International Conference, EMO 2019, Proceedings", Edited by K. Deb, E. Goodman, C. A. C. Coello, K. Klamroth, K. Miettinen, S. Mostaghim, P. Reed, Springer, 463-474, 2019. Available via SpringerLink. Published in parallel in JYX (open access)

Saborido, R., Ruiz, A.B., Luque, M., Miettinen, K., IRA-EMO: Interactive Method Using Reservation and Aspiration Levels for Evolutionary Multiobjective Optimization , in "Evolutionary Multi-Criterion Optimization: 10th International Conference, EMO 2019", Edited by K. Deb, E. Goodman, C. A. C. Coello, K. Klamroth, K. Miettinen, S. Mostaghim, P. Reed, Springer, 618-630, 2019. Available via SpringerLink. Published in parallel in JYX (open access). Implementation of IRA-EMO in Java available in GitHub

Fieldsend, J.E., Chugh, T., Allmendinger, R., Miettinen, K., A Feature Rich Distance-Based Many-Objective Visualisable Test Problem Generator, in "Proceedings of the Genetic and Evolutionary Computation Conference", Edited by M. Lopez-Ibanez, The Association of Computing Machinery (ACM), New York, 541-549, 2019. Available via ACM Digital Library. Published in parallel in JYX (open access). Implementation of the DBMOPP generator in Matlab available in GitHub.

Chugh, T., Kratky, T., Miettinen, K., Jin, Y., Makkonen, P., Multiobjective Shape Design in a Ventilation System with a Preference-driven Surrogate-assisted Evolutionary Algorithm, in "Proceedings of the Genetic and Evolutionary Computation Conference", Edited by M. Lopez-Ibanez, The Association of Computing Machinery (ACM), New York, 1147-1155, 2019. Available via ACM Digital Library. Published in parallel in JYX (open access) - Best paper award nominee

Saini, B.S., Lopez-Ibanez, M., Miettinen, K., Automatic Surrogate Modelling Technique Selection based on Features of Optimization Problems, in "Proceedings of the Genetic and Evolutionary Computation Conference", Companion, Edited by M. Lopez-Ibanez, The Association of Computing Machinery (ACM), New York, 1765-1772, 2019. Available via ACM Digital Library. Published in parallel in JYX (open access)

Edited Proceedings

Deb, K., Goodman, E., Coello, C.A.C., Klamroth, K., Miettinen, K., Mostaghim, S., Reed, P. (eds), Evolutionary Multi-Criterion Optimization: 10th International Conference, EMO 2019, Proceedings, Springer, 2019

Publications in 2018

Journal Papers

Chugh, T., Jin, Y., Miettinen, K., Hakanen, J., Sindhya, K., A Surrogate-Assisted Reference Vector Guided Evolutionary Algorithm for Computationally Expensive Many-Objective Optimization, IEEE Transactions on Evolutionary Computation, 22(1), 129-142, 2018. Available via IEEE XPlore. Published in parallel in JYX (open access). Implementation of K-RVEA in Python available in the DESDEO software framework.
Abstract

Eyvindson, K., Hartikainen, M., Miettinen, K., Kangas. A., Integrating Risk Management Tools for Regional Forest Planning: An Interactive Multiobjective Value at Risk Approach, Canadian Journal of Forest Research, 48(7), 766-773, 2018. Available via Taylor& Francis Online. Published in parallel in JYX (open access)
Abstract

Tabatabaei, M., Lovison, A., Tan, M., Hartikainen, M., Miettinen, K., ANOVA-MOP: ANOVA Decomposition for Multiobjective Optimization, SIAM Journal on Optimization, 28(4), 3260-3289, 2018. Available via SIAM Journals Online. Published in parallel in JYX (open access). Implementation of ANOVA-MOP in Matlab available in GitHub
Abstract

Special Issue

Jin, Y., Miettinen, K., Ishibuchi, H. (Guest Editors), Special Issue on Evolutionary Many-Objective Optimization, IEEE Transactions on Evolutionary Computation, 22(1), 2018. Guest editorial available via IEEE Xplore

Conference Papers (in Proceedings)

Chugh, T., Allmendinger, R., Ojalehto, V., Miettinen, K., Surrogate-assisted Evolutionary Biobjective Optimization for Objectives with Non-uniform Latencies, in "Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2018)", Ed. by H. Aguirre, The Association of Computing Machinery (ACM), 609-616, 2018. Available via SIGEVO. Published in parallel in JYX (open access)

Zhou-Kangas, Y., Miettinen, K., Sindhya, K., Interactive Multiobjective Robust Optimization with NIMBUS, in "Simulation Science, Proceedings of the First International Workshop SimScience 2017" Edited by M. Baum, G. Brenner, J. Grabowski, T. Hanschke, S. Hartman, A. Schöbel, Springer, 60-76, 2018. Published in parallel in JYX (open access)

Barba-Gonzalez, C., Ojalehto, V., Garcia-Nieto, J., Nebro, A.J., Miettinen, K., Aldana-Montes, J.F., Artificial Decision Maker Driven by PSO: An Approach for Testing Reference Point based Interactive Methods, in "15th International Conference on Parallel Problem Solving from Nature, Proceedings, Part I", Edited by A. Auger, C.M. Fonseca, N. Lourenco, P. Machado, L. Paquete, D. Whitley, Springer, 274-285, 2018. Available via SpringerLink. Published in parallel in JYX (open access)

Zhou-Kangas, Y., Miettinen, K., A Simple Indicator based Evolutionary Algorithm for Set-based Minmax Robustness, in "15th International Conference on Parallel Problem Solving from Nature, Proceedings, Part I", Edited by A. Auger, C.M. Fonseca, N. Lourenco, P. Machado, L. Paquete, D. Whitley, Springer, 286-297, 2018. Available via SpringerLink. Published in parallel in JYX (open access). Implementation of SIBEA-R in Matlab available in GitHub

Ehrgott, M., Eichfelder, G., Kufer, K.-H., Lofi, C., Miettinen, K., Paquete, L., Ruzika, S., Sayin, S., Steuer, R. E., Stewart, T. J., Stiglmayr, M., Vanderpooten, D. Personalization of Multicriteria Decision Support Systems, in " Personalized Multiobjective Optimization: An Analytics Perspective", Report from Dagstuhl Seminar 18031, Edited by K. Klamroth, J.D. Knowles, G. Rudolph, M.M. Wiecek, Dagstuhl, 55-70, 2018.

Publications in 2017

Journal Papers

Mazziotta, A., Podkopaev, D., Trivino, M., Miettinen, K., Pohjanmies, T., Monkkonen, M., Quantifying and Resolving Conservation Conflicts in Forest Landscapes via Multiobjective Optimization, Silva Fennica, 51(1), article 1778, 2017. Available at the website of the journal. Published in parallel in JYX (open access)
Abstract

Sindhya, K., Manninen, A., Miettinen, K., Pippuri, J., Design of a Permanent Magnet Synchronous Generator using Interactive Multiobjective Optimization, IEEE Transactions on Industrial Electronics, 64(12), 9776-9783, 2017. Available via IEEE XPlore. Published in parallel in JYX (open access)
Abstract

Papers in Collections

Miettinen, K., Hakanen, J., Why Use Interactive Multi-Objective Optimization in Chemical Process Design?, in "Multi-Objective Optimization: Techniques and Applications in Chemical Engineering", Ed. by G. P. Rangaiah, 2. Edition, World Scientific, 157-197, 2017. Published in parallel in JYX (open access)

Conference Papers (in Proceedings)

Chugh, T., Sindhya, K., Miettinen, K., Jin, Y., Kratky, T., Makkonen, P., Surrogate-assisted Evolutionary Multiobjective Shape Optimization of an Air Intake Ventilation System, in " Proceedings of the 2017 IEEE Congress on Evolutionary Computation", IEEE, 1541-1548, 2017. Available via IEEE XPlore. Published in parallel in JYX (open access) - Best student paper award recipiente

Publications in 2016

Journal Papers

Miettinen, K., Ruiz, F., NAUTILUS Framework: Towards Trade-off-Free Interaction in Multiobjective Optimization, Journal of Business Economics, 86(1), 5-21, 2016. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Special Issue

Miettinen, K., Hakanen, J., Podkopaev, D., Steponavice, I. (Guest Editors), Special Issue on Global Optimization with Multiple Objectives, Journal of Global Optimization, 64(1), 2016. Preface available via SpringerLink

Papers in Collections

Miettinen, K., Hakanen, J., Podkopaev, D. Interactive Nonlinear Multiobjective Optimization Methods, in "Multiple Criteria Decision Analysis: State of the Art Surveys", Ed. by Greco, S., Ehrgott, M., Figueira, J., 2. Edition, Springer-Verlag, 931-980, 2016. Published in parallel in JYX (open access)
Abstract

Conference Papers (in Proceedings)

Chugh, T., Sindhya, K., Miettinen, K., Hakanen, J., Jin, Y., On Constraint Handling in Surrogate-Assisted Evolutionary Many-Objective Optimization, in "14th International Conference on Parallel Problem Solving from Nature, Edinburg, UK, 2016 Proceedings", Edited by J. Handl et al., 214-224, Springer, 2016. Published in parallel in JYX (open access)

Ojalehto, V., Podkopaev, D., Miettinen, K., Towards Automatic Testing of Reference Point Based Interactive Methods, in "14th International Conference on Parallel Problem Solving from Nature, Edinburg, UK, 2016 Proceedings", Edited by J. Handl et al., 483-492, Springer, 2016. Published in parallel in JYX (open access) - Best paper award nominee

Hartikainen, M., Eyvindson, K., Miettinen, K., Kangas, A., Data-Based Forest Management with Uncertainties and Multiple Objectives, in "Machine Learning, Optimization and Big Data, Proceedings of the Second International Workshop", Edited by Pardalos, P.M., Conca, P., Giuffrida, G., Nicosia, G. 16-29, Springer, 2016. Published in parallel in JYX (open access)

Hakanen, J., Chugh, T., Sindhya, K., Jin, Y., Miettinen, K., Connections of Reference Vectors and Different Types of Preference Information in Interactive Multiobjective Evolutionary Algorithms, in "Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence" IEEE, 2016. Available via IEEE Xplore. Implementation of Interactive RVEA in Python available in the DESDEO software framework.

Reports

Chugh, T., Jin, Y., Miettinen, K., Hakanen, J., Sindhya, K., K-RVEA: a Kriging-assisted Evolutionary Algorithm for Many-Objective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 2/2016, University of Jyväskylä, Jyväskylä, 2016.

Publications in 2015

Journal Papers

Ojalehto, V., Podkopaev, D., Miettinen, K., Agent Assisted Interactive Algorithm for Computationally Demanding Multiobjective Optimization Problems, Computers and Chemical Engineering, 77, 105-115, 2015. Available via ScienceDirect. Published in parallel in JYX (open access)
Abstract

Ruiz, A. B., Sindhya, K., Miettinen, K., Ruiz, F., Luque, M., E-NAUTILUS: A Decision Support System for Complex Multiobjective Optimization Problems based on the NAUTILUS Method, European Journal of Operational Research, 246, 218-231, 2015. Available via ScienceDirect. Published in parallel in JYX (open access). Implementation of E-NAUTILUS in Python available in the DESDEO software framework.
Abstract

Tabatabaei, M., Hakanen, J., Hartikainen, M., Miettinen, K., Sindhya, K., A Survey on Handling Computationally Expensive Multiobjective Optimization Problems using Surrogates: Non-Nature Inspired Methods, Structural and Multidisciplinary Optimization, 52(1), 1-25, 2015. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Trivino, M., Juutinen, A., Mazziotta, A., Miettinen, K., Podkopaev, D., Reunanen, P., Monkkonen, M., Managing a Boreal Forest Landscape for Providing Timber, Storing and Sequestering Carbon, Ecosystem Services, 14, 179-189, 2015. Available via ScienceDirect. Published in parallel in JYX (open access)
Abstract

Kangas, A., Hartikainen, M., Miettinen, K., Simultaneous Optimization of Harvest Schedule and Data Quality, Canadian Journal of Forest Research, 45(8), 1034-1044, 2015. Available via NRC Research Press. Published in parallel in JYX (open access)
Abstract

Bokrantz, R., Miettinen, K., Projections onto the Pareto Surface in Multicriteria Radiation Therapy Optimization, Medical Physics, 42(10), 5862-5870, 2015. Available via Wiley Online Library. Published in parallel in JYX (open access)
Abstract

Miettinen, K., Podkopaev, D., Ruiz, F., Luque, M., A New Preference Handling Technique for Interactive Multiobjective Optimization without Trading-off, Journal of Global Optimization, 63(4), 633-652, 2015. Available via SpringerLink. Published in parallel in JYX (open access). Implementation of NAUTILUS 2 in Python available in the DESDEO software framework.
Abstract

Conference Papers (in Proceedings)

Ruiz, A.B., Luque, M., Miettinen, K.,Saborido, R., An Interactive Evolutionary Multiobjective Optimization Method: Interactive WASF-GA, in "Evolutionary Multi-Criterion Optimization: 8th International Conference, EMO 2015, Proceedings, Part II", Edited by A. Gaspar-Cunha, C. Antunes, C. Coello, Springer, Berlin, Heidelberg, 249-263, 2015. Published in parallel in JYX (open access). Implementation of Interactive WASF-GA in Java available in GitHub.

Chugh, T., Sindhya, K., Hakanen, J., Miettinen, K., An Interactive Simple Indicator-Based Evolutionary Algorithm (I-SIBEA) for Multiobjective Optimization Problems, in "Evolutionary Multi-Criterion Optimization: 8th International Conference, EMO 2015, Proceedings, Part II", Edited by A. Gaspar-Cunha, C. Antunes, C. Coello, Springer, Berlin, Heidelberg, 277-291, 2015. Published in parallel in JYX (open access). Implementation of I-SIBEA in Matlab available in GitHub

Fonseca, C. M., Antunes, C. A., Lacour, R., Miettinen, K., Reed, P. M., Tusar, T. Visualization in Multiobjective Optimization, in " Understanding Complexity in Multiobjective Optimization", Report from Dagstuhl Seminar 15031, Edited by S. Greco, K. Klamroth, J.D. Knowles, G. Rudolph, Dagstuhl, 129-139, 2015.

Reports

Hartikainen, M., Miettinen, K., Klamroth, K., An Interactive Method for Multiobjective Optimization: Nonconvex Pareto Navigator, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2015, University of Jyväskylä, Jyväskylä, 2015.

Chugh, T., Sindhya, K., Hakanen, J., Miettinen, K., Handling Computationally Expensive Multiobjective Optimization Problems with Evolutionary Algoritms: A Survey, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 4/2015, University of Jyväskylä, Jyväskylä, 2015.

Publications in 2014

Journal Papers

Sindhya, K., Ojalehto, V., Savolainen, J., Niemistö, H., Hakanen, J., Miettinen, K., Coupling Dynamic Simulation and Interactive Multiobjective Optimization for Complex Problems: An APROS-NIMBUS Case Study, Expert Systems with Applications, 41(5), 2546-2558, 2014. Available via ScienceDirect
Abstract

Steponavice, I., Ruuska, S., Miettinen, K., A Solution Process for Simulation-based Multiobjective Design Optimization with an Application in Paper Industry, Computer-Aided Design, 47, 45-58, 2014. Available via ScienceDirect. Published in parallel in JYX (open access)
Abstract

Miettinen, K., Survey of Methods to Visualize Alternatives in Multiple Criteria Decision Making Problems, OR Spectrum, 36(1), 3-37, 2014. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Miettinen, K., Mustajoki, J., Stewart T.J., Interactive Multiobjective Optimization with NIMBUS for Decision Making under Uncertainty, OR Spectrum, 36(1), 39-56, 2014. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Mönkkönen, M., Juutinen, A., Mazziota, A., Miettinen, K., Podkopaev, D., Reunanen, P., Salminen, H., Tikkanen, O.-P., Spatially Dynamic Forest Management to Sustain Biodiversity and Economic Returns, Journal of Environmental Management, 134, 80-89, 2014. Available via ScienceDirect
Abstract

Ojalehto, V., Miettinen, K., Laukkanen, T., Implementation Aspects of Interactive Multiobjective Optimization for Modeling Environments: The Case of GAMS-NIMBUS, Computational Optimization and Applications, 58(3), 757-779, 2014. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Kangas, A., Hartikainen, M., Miettinen, K., Simultaneous Optimization of Harvest Schedule and Measurement Strategy, Scandinavian Journal of Forest Research, 29(Sup 1), 224-233, 2014. Available via Taylor & Francis Online. Published in parallel in JYX (open access)
Abstract

Special Issue

Bagirov, A., Miettinen, K., Weber, G.-W. (Guest Editors), Special Issue on OR: Connecting Sciences Supported by Global Optimization, Journal of Global Optimization, 60(1), 2014.

Reports

Steponavice, I., Miettinen, K., Multiobjective Optimization and Model Predictive Control:\ A Survey, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 1/2014, University of Jyväskylä, Jyväskylä, 2014.

Ojalehto, V., Podkopaev, D., Miettinen, K., Agent-based Interactive Approach for Computationally Demanding Multiobjective Optimization Problems, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 6/2014, University of Jyväskylä, Jyväskylä, 2014.

Publications in 2013

Journal Papers

Tarkkanen, S., Miettinen, K., Hakanen, J., Isomäki, H., Incremental User-Interface Development for Interactive Multiobjective Optimization, Expert Systems with Applications, 40, 3220-3232, 2013. Available via ScienceDirect
Abstract

Giri, B.K., Hakanen, J., Miettinen, K., Chakraborti, N., Genetic Programming through Bi-objective Genetic Algorithms with Study of a Simulated Moving Bed Process Involving Multiple Objectives, Applied Soft Computing, 13, 2613-2623, 2013. Available via ScienceDirect
Abstract

Hakanen, J., Sahlstedt, K., Miettinen, K., Wastewater Treatment Plant Design and Operation under Multiple Conflicting Objective Functions, Environmental Modelling and Software, 46(1), 240-249, 2013. Available via ScienceDirect
Abstract

Sindhya, K., Miettinen, K., Deb, K., A Hybrid Framework for Evolutionary Multi-Objective Optimization, IEEE Transactions on Evolutionary Computation, 17(4), 495-511, 2013. Available via IEEE XPlore
Abstract

Conference Papers (in Proceedings)

Sindhya, K., Ojalehto, V., Savolainen, J., Niemistö, H., Hakanen, J., Miettinen, K., APROS-NIMBUS: Dynamic Process Simulator and Interactive Multiobjective Optimization in Plant Automation, in "Proceedings of the 23rd European Symposium on Computer Aided Process Engineering", Edited by A. Kraslawski, I. Turunen, Elsevier, Oxford, 871-876, 2013.

Special Issue

Miettinen, K., Sayin, S. (Guest Editors), Special Issue on Multiobjective Optimization, Journal of Global Optimization, 57(2), 2013.

Publications in 2012

Journal Papers

Luque, M., Miettinen, K., Ruiz, A.B., Ruiz, F., A Two-Slope Achievement Scalarizing Function for Interactive Multiobjective Optimization, Computers & Operations Research, 39(7), 1673-1681, 2012. Available via ScienceDirect
Abstract

Nikulin, Y., Miettinen, K., Mäkelä, M.M., A New Achievement Scalarizing Function based on Parametrization in Multiobjective Optimization, OR Spectrum, 34(1), 69-87, 2012. Available via SpringerLink
Abstract

Ruuska, S., Miettinen, K., Wiecek, M.M., Connections between Single-level and Bilevel Multiobjective Optimization, Journal of Optimization Theory and Applications, 153(1), 60-74, 2012. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Ruiz, F., Luque, M., Miettinen, K., Improving the Computational Efficiency of a Global Formulation (GLIDE) for Interactive Multiobjective Optimization, Annals of Operations Research, 197(1), 47-70, 2012. Available via SpringerLink
Abstract

Hartikainen, M., Miettinen, K., Wiecek, M.M., PAINT: Pareto Front Interpolation for Nonlinear Multiobjective Optimization, Computational Optimization and Applications, 52(3), 845-867, 2012. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Laukkanen, T., Tveit, T.-M., Ojalehto, V., Miettinen, K., Fogelholm, C.-J., Bilevel Heat Exchanger Network Synthesis with an Interactive Multi-Objective Optimization Method, Applied Thermal Engineering, 48(15), 301-316, 2012. Available via ScienceDirect
Abstract

Eskelinen, P., Miettinen, K., Trade-off Analysis Approach for Interactive Nonlinear Multiobjective Optimization, OR Spectrum, 34(4), 803-816, 2012. Available via SpringerLink
Abstract

Tveit, T.-M., Laukkanen, T., Ojalehto, V., Miettinen, K., Fogelholm, C.-J., Interactive Multi-objective Optimisation of Configurations for an Oxyfuel Power Plant Process for CO2 Capture, Chemical Engineering Transactions, 29, 433-438, 2012. Available via Aidic
Abstract

Conference Papers (in Proceedings)

Ruuska, S., Miettinen, K., Constructing Evolutionary Algorithms for Bilevel Multiobjective Optimization, in "Proceedings of the 2012 IEEE World Congress on Computational Intelligence", IEEE Press, 374-380, 2012.

Edited Proceedings

Greco, S., Knowles, J. Miettinen, K., Zitzler, E. (eds), Learning in Multiobjective Optimization, Dagstuhl Seminar 12041, Dagstuhl Reports 2(1), Schloss Dagstuhl, Germany. 2012.

Reports

Bokrantz, R., Miettinen, K., Improved Plan Quality in Multicriteria Radiation Therapy Optimization by Projections onto the Pareto Surface, Technical Report TRITA-MAT-2012-OS4, Department of Mathematics, Royal Institute of Technology, 2012.

Publications in 2011

Journal Papers

Luque, M., Ruiz, F., Miettinen, K., Global Formulation for Interactive Multiobjective Optimization, OR Spectrum, 33(1), 27-48, 2011. Available via SpringerLink
Abstract

Hartikainen, M., Miettinen, K., Wiecek, M.M., Constructing a Pareto Front Approximation for Decision Making, Mathematical Methods of Operations Research, 73(2), 209-234, 2011. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Hakanen, J., Miettinen, K., Sahlstedt K., Wastewater Treatment: New Insight Provided by Interactive Multiobjective Optimization, Decision Support Systems, 51, 328-337, 2011. Available via ScienceDirect
Abstract

Sindhya, K., Miettinen, K., New Perspective to Continuous Casting of Steel with a Hybrid Evolutionary Multiobjective Algorithm, Materials and Manufacturing Processes, 26(3), 481-492, 2011. Available via Taylor & Francis Online
Abstract

Sindhya, K., Ruuska, S., Haanpää, T., Miettinen, K., A New Hybrid Mutation Operator for Multiobjective Optimization with Differential Evolution, Soft Computing, 15(10), 2041-2055, 2011. Available via SpringerLink. Published in parallel in JYX (open access)
Abstract

Sindhya, K., Deb, K., Miettinen, K., Improving Convergence of Evolutionary Multi-Objective Optimization with Local Search: A Concurrent-Hybrid Algorithm, Natural Computing, 10(4), 1407-1430, 2011. Available via SpringerLink
Abstract

Conference Papers (in Proceedings)

Sindhya, K., Ruiz, A. B., Miettinen, K., A Preference Based Interactive Evolutionary Algorithm for Multiobjective Optimization: PIE, in "Evolutionary Multi-Criterion Optimization: 6th International Conference, EMO 2011, Proceedings", Ed. by R.H.C. Takahashi, K. Deb, E.F. Wanner, S. Greco, Springer-Verlag, Berlin, Heidelberg, 212-225, 2011.

Hartikainen, M., Miettinen, K., Wiecek, M.M., Decision Making on Pareto Front Approximations with Inherent Nondominance, in "New State of MCDM in the 21st Century", Selected Papers of the 20th International Conference on Multiple Criteria Decision Making, Ed. by Y. Shi, S. Wang, G. Kou, J. Wallenius, Springer-Verlag, Berlin, Heidelberg, 35-45, 2011. Published in parallel in JYX (open access)

Sindhya, K., Miettinen, K., Deb, K., An Improved Concurrent-Hybrid Algorithm for Enhanced Diversity and Accuracy in Evolutionary Multi-Objective Optimization, in Evolutionary and Deterministic Methods for Design, Optimization and Control, Applications to Industrial and Societal Problems, Ed. by T. Burczynski, J. Periaux, CIMNE, Barcelona, 182-187, 2011.

Podkopaev, D., Miettinen, K., Handling Preferences in the ''Pre-conflicting'' Phase of Decision Making under Multiple Criteria, in ADT 2011, Ed. by R.I. Grafman, F. Roberts, A. Tsoukias, Springer-Verlag, Berlin, Heidelberg, 234-246, 2011.

Special Issue

Gang, K., Miettinen, K., Shi, Y. (Guest Editors), Special Issue on Multiple Criteria Decision Making: Challenges and Advancements, Journal of Multi-Criteria Decision Analysis, 18(1-2), 2011.

Reports

Sindhya, K., Miettinen, K., Deb, K., A Hybrid Framework with Enhanced Convergence and Diversity Preservation for Evolutionary Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 1/2011, University of Jyväskylä, Jyväskylä, 2011.

Hartikainen, M., Miettinen, K., Wiecek, M., PAINT: An Interpolation method for Computationally Expensive Multiobjective Optimization Problems, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2011, University of Jyväskylä, Jyväskylä, 2011.

Luque, M., Miettinen, K., Ruiz, A.B., Ruiz, F., Reference Point-Based Methods: A New Approach with Two Weight Vectors, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 6/2011, University of Jyväskylä, Jyväskylä, 2011.

Publications in 2010

Journal Papers

Eskelinen, P., Miettinen, K., Klamroth, K., Hakanen, J., Pareto Navigator for Interactive Nonlinear Multiobjective Optimization, OR Spectrum, 23, 211-227, 2010. Available via SpringerLink
Abstract

Miettinen, K., Eskelinen, P., Ruiz, F., Luque, M., NAUTILUS Method: An Interactive Technique in Multiobjective Optimization based on the Nadir Point, European Journal of Operational Research, 206(2), 426-434, 2010. Available via ScienceDirect. Implementation of NAUTILUS in Python available in the DESDEO software framework.
Abstract

Laukkanen, T., Tveit, T.-M., Ojalehto, V., Miettinen, K., Fogelholm C.-J., An Interactive Multi-Objective Approach to Heat Exchanger Network Synthesis, Computers and Chemical Engineering, 34(6), 943-952, 2010. Available via ScienceDirect
Abstract

Miettinen, K., Miksi kompromissi on parempi kuin optimi? Uusia monitavoiteoptimoinnin menetelmiä päätöksentekoon, Academia Scientarium Fennica 2009, 87-92, 2010. Available via the Finnish Academy of Science and Letters

Ruotsalainen, H., Miettinen, K., Palmgren, J.-E., Lahtinen, T., Interactive Multiobjective Optimization for Anatomy based Three-Dimensional HDR Brachytherapy, Physics in Medicine and Biology, 55(16), 4703-4719, 2010. Available via IOP Publishing
Abstract

Aittokoski, T., Miettinen, K., Efficient Evolutionary Approach to Approximate the Pareto Optimal Set in Multiobjective Optimization, UPS-EMOA, Optimization Methods and Software, 25(6), 841-858, 2010. Available via InformaWorld
Abstract

Deb, K., Miettinen, K., Chaudhuri S., Towards an Estimation of Nadir Objective Vector Using a Hybrid of Evolutionary and Local Search Approaches, IEEE Transactions on Evolutionary Computation, 14(6), 821-841, 2010. Available via IEEE Xplore
Abstract

Conference Papers (in Proceedings)

Deb, K., Miettinen, K., Nadir Point Estimation Using Evolutionary Approaches: Better Accuracy and Computational Speed through Focused Search, in "Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, Proceedings", Ed. by M. Ehrgott, B. Naujoks, T.J. Stewart, J. Wallenius, Springer-Verlag, Berlin, Heidelberg, 339-354, 2010.

Ruotsalainen, H., Miettinen, K., Palmgren, J.-E., Interactive Multiobjective Optimization for 3D HDR Brachytherapy Applying IND-NIMBUS, in "New Developments in Multiple Objective and Goal Programming, Proceedings", Ed. by D. Jones, M. Tamiz, J. Ries, Springer-Verlag, Berlin, Heidelberg, 117-131, 2010.

Eskelinen, P., Ruuska, S., Miettinen, K., Wiecek, M., Mustajoki, J., A Scenario-Based Interactive Multiobjective Optimization Method for Decision Making under Uncertainty, in "CD-Proceedings of the 25th Mini-EURO Conference on Uncertainty and Robustness in Planning and Decision Making", Ed. by C. H. Antunes, D. Rios Insua, L Candido Dias, Coimbra, 2010.

Haanpaa, T., Aittokoski, T., Miettinen, K., Hakanen, J., An Approach to Minimize the Number of Function Evaluations in Global Optimization, in "24th Mini EURO Conference on Continuous Optimization and Information-Based Technologies in the Financial Sector, Proceedings" Ed. by R. Kasimbeyli, C. Dincer, S. Ozpeynirci, L. Sakalauskas, Vilnius Gediminas Technical University Publishing House "Technika", 161-166, 2010.

Hartikainen, M., Miettinen, K., A Computationally Inexpensive Approach in Multiobjective Heat Exchanger Network Synthesis, in "Proceedings of the 2nd International Conference on Applied Operational Research", Ed. by M. Collan, Tadbir Institute for Operational Research, Systems Design and Financial Services, Tehran, 99-109, 2010. Published in parallel in JYX (open access)

Sahlstedt, K.E., Hakanen, J., Miettinen, K., Interactive Multiobjective Optimization in Wastewater Treatment Plant Operation and Design, in "CD-Proceedings of the IWA Specialist Conference Water and Wastewater Treatment Plants in Towns and Communities of the XXI Century: Technologies, Design and Operation", 2010.

Reports

Hartikainen, M., Miettinen, K., Wiecek, M., Inherent Nondominance - Pareto Front Approximations for Decision Making, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 2/2010, University of Jyväskylä, Jyväskylä, 2010.

Nikulin, Y., Miettinen, K., Mäkelä, M.M., A Parametrized Achievement Scalarizing Function for Multiobjective Optimization, Turku Centre for Computer Science, TUCS Technical Report No. 969, Turku, 2010.

Sindya, K., Haanpää, T., Ruuska, S., Miettinen, K., An Operator Guided by Polynomial Approximation for Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2010, University of Jyväskylä, Jyväskylä, 2010.

Hartikainen, M., Miettinen, K., Wiecek, M.M., A Pareto Front Approximation with Inherent Nondominance and the Delaunay Triangulation, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 5/2010, University of Jyväskylä, Jyväskylä, 2010.

Publications in 2009

Journal Papers

Luque, M., Miettinen, K., Eskelinen, P., Ruiz, F., Incorporating Preference Information in Interactive Reference Point Methods for Multiobjective Optimization, Omega, 37(2), 450-462, 2009. Available via ScienceDirect
Abstract

Miettinen, K., Molina, J., Gonzalez, M. Hernandez-Diaz, A., Caballero, R, Using Box Indices in Supporting Comparison in Multiobjective Optimization, European Journal of Operational Research, 197, 17-24, 2009. Available via ScienceDirect
Abstract

Aittokoski, T., Äyrämö, S., Miettinen, K., Clustering Aided Approach for Decision Making in Computationally Expensive Multiobjective Optimization , Optimization Methods and Software, 24(2), 157-174, 2009. Available via InformaWorld
Abstract

Thiele, L., Miettinen, K., Korhonen, P. Molina, J., A Preference-Based Evolutionary Algorithm for Multi-Objective Optimization, Evolutionary Computation, 17(3), 411-436, 2009. Available from MIT Press
Abstract

Ruotsalainen, H., Boman, E., Miettinen, K., Tervo, J., Nonlinear Interactive Multiobjective Optimization Method for Radiotherapy Treatment Planning with Boltzmann Transport Equation, Contemporary Engineering Sciences, 2(9), 391-422, 2009. Available electronically
Abstract

Papers in Collections

Miettinen, K., Hakanen, J., Why Use Interactive Multi-Objective Optimization in Chemical Process Design?, in "Multi-Objective Optimization: Techniques and Applications in Chemical Engineering", Ed. by G. P. Rangaiah, World Scientific, 153-188, 2009. Published in parallel in JYX (open access)

Conference Papers (in Proceedings)

Miettinen, K., Eskelinen, P., Luque, M., Ruiz, F., On the Use of Preferential Weights in Interactive Reference Point Based Methods, in "Multiobjective Programming and Goal Programming: Theoretical Results and Practical Applications", Ed. by V. Barichard, M. Ehrgott, X. Gandibleux, V. T'kindt, Springer-Verlag, Berlin, Heidelberg, 211-220, 2009.

Hakanen, J., Kawajiri, Y., Biegler, L. T., Miettinen, K., Interactive Multiobjective Optimization of Superstructure SMB Processes, in "Multiobjective Programming and Goal Programming: Theoretical Results and Practical Applications", Ed. by V. Barichard, M. Ehrgott, X. Gandibleux, V. T'kindt, Springer-Verlag, Berlin, Heidelberg, 221-230, 2009.

Deb, K., Miettinen, K., Sharma, D., A Hybrid Integrated Multi-Objective Optimization Procedure for Estimating Nadir Point, in "Evolutionary Multi-Criterion Optimization, Proceedings", Ed. by M. Ehrgott, C.M. Fonseca, X. Gandibleux, J.-K. Hao, M. Sevaux, Springer-Verlag, Berlin, Heidelberg, 569-583, 2009.

Sindhya, K., Sinha, A., Deb, K., Miettinen, K., Local Search Based Evolutionary Multi-Objective Optimization Algorithm for Constrained and Unconstrained Problems in "Proceedings of the 2009 IEEE Congress on Evolutionary Computation (CEC'09)", IEEE Press, 2919-2926, 2009.

Edited Books and Proceedings

Deb, K., Greco, S., Miettinen, K., Zitzler, E. (eds), Hybrid and Robust Approaches to Multiobjective Optimization, Dagstuhl Seminar Proceedings 09041, Internationales Begegnungs- und Forschungszentrum (IBFI), Schloss Dagstuhl, Germany. 2009.

Working Papers and Reports

Deb., K., Miettinen, K., Chaudhuri, S., An Estimation of Nadir Objective Vector using a Hybrid Evolutionary-Cum-Local-Search Procedure, Working Papers W-470, Helsinki School of Economics, Helsinki, 2009.

Sindhya, K., Deb, K., Miettinen, K., A Concurrent Hybrid Algorithm for Improving Convergence of EMO with Local Search, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2009, University of Jyväskylä, Jyväskylä, 2009.

Miettinen, K., Eskelinen, P., Ruiz, F., Luque, M., An Interactive Multiobjective Optimization Method Based on Sequentially Improving Reference Points, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 7/2009, University of Jyväskylä, Jyväskylä, 2009.

Laukkanen, T., Tveit, T.-M., Ojalehto, V., Miettinen, K., Fogelholm C.-J., Multiobjective GAMS-NIMBUS Tool Applied for the Heat Exchanger Network Synthesis, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 8/2009, University of Jyväskylä, Jyväskylä, 2009.

Publications in 2008

Journal Papers

Yevseyeva, I., Miettinen, K., Räsänen, P., Verbal Ordinal Classification with Multicriteria Decision Aiding, European Journal of Operational Research, 185(3), 964-983, 2008. Available via ScienceDirect
Abstract

Klamroth, K., Miettinen, K., Integrating Approximation and Interactive Decision Making in Multicriteria Optimization, Operations Research, 56(1), 222-234, 2008. Available online via INFORMS
Abstract

Saariluoma, P., Kaario, K., Miettinen, K., Mäkelä, M.M., Mental Contents in Interacting with a Multiobjective Optimization Program, International Journal of Technology and Human Interaction, 4(3), 43-67, 2008. Available via IGI Global
Abstract

Aittokoski, T., Miettinen, K., Cost Effective Simulation-Based Multiobjective Optimization in Performance of Internal Combustion Engine, Engineering Optimization, 40(7), 593-612, 2008. Available via Taylor & Francis Online
Abstract

Edited Books and Proceedings

Branke, J., Deb, K., Miettinen, K., Slowinski, R. (eds.), Multiobjective Optimization: Interactive and Evolutionary Approaches, Springer-Verlag, Berlin, Heidelberg, 2008.

Lahdelma, R., Miettinen, K., Salminen, P., Salo, A. (eds.), Proceedings of the 67th Meeting of the European Working Group "Multiple Criteria Decision Aiding", Resumes des 67es Journees du Groupe de Travail Europeen "Aide Multicritere a la Decision", Reports of the Department of Mathematical Information Technology, Series A, Collections, No. A 1/2008, University of Jyväskylä, Jyväskylä, 2008.

Papers in Collections

Miettinen, K. Introduction to Multiobjective Optimization: Noninteractive Approaches, in "Multiobjective Optimization: Interactive and Evolutionary Approaches", Ed. by Branke, J., Deb, K., Miettinen, K., Slowinski, R., Springer-Verlag, Berlin, Heidelberg, 1-26, 2008.

Miettinen, K., Ruiz, F., Wierzbicki, A.P. Introduction to Multiobjective Optimization: Interactive Approaches, in "Multiobjective Optimization: Interactive and Evolutionary Approaches", Ed. by Branke, J., Deb, K., Miettinen, K., Slowinski, R., Springer-Verlag, Berlin, Heidelberg, 27-57, 2008.

Lotov, A.V., Miettinen, K. Visualizing the Pareto Frontier, in "Multiobjective Optimization: Interactive and Evolutionary Approaches", Ed. by Branke, J., Deb, K., Miettinen, K., Slowinski, R., Springer-Verlag, Berlin, Heidelberg, 213-243, 2008.

Miettinen, K., Deb, K., Jahn, J., Ogryczak, W., Shimoyama, K., Vetschera, R. Future Challenges, in "Multiobjective Optimization: Interactive and Evolutionary Approaches", Ed. by Branke, J., Deb, K., Miettinen, K., Slowinski, R., Springer-Verlag, Berlin, Heidelberg, 435-461, 2008.

Conference Papers (in Proceedings)

Eskelinen, P., Miettinen, K., Trade-off Analysis Tool for Interactive Nonlinear Multiobjective Optimization, in " The 20th EURO Mini Conference "Continuous Optimization and Knowledge-Based Technologies" EurOPT'2008: Selected Papers", Ed. by L. Saralauskas, G. W. Weber, E. K. Zavadskas, 223-228, 2008.

Sindhya, K., Deb, K., Miettinen, K., A Local Search Based Evolutionary Multi-Objective Optimization Approach for Fast and Accurate Convergence, in " Parallel Problem Solving from Nature - PPSN X, 10th International Conference Dortmund, Germany, 2008 Proceedings", Ed. by G. Rudolph, T. Jansen, S. Lucas, C. Poloni, N. Beume, Springer-Verlag, Berlin, Heidelberg, 815-824, 2008.

Aittokoski, T., Miettinen, K., Efficient Evolutionary Method to Approximate the Pareto Optimal Set in Multiobjective Optimization, in "Proceedings of the International Conference on Engineering Optimization EngOpt 2008", Rio de Janeiro, Brazil, 2008.

Hakanen, J., Miettinen, K., Sahlstedt, K., Simulation-Based Interactive Multiobjective Optimization in Wastewater Treatment, in "Proceedings of the International Conference on Engineering Optimization EngOpt 2008", Rio de Janeiro, Brazil, 2008.

Working Papers and Reports

Deb., K., Miettinen, K., Chaudhuri, S., Estimating Nadir Objective Vector: Hybrid of Evolutionary and Local Search, Working Papers W-440, Helsinki School of Economics, Helsinki, 2008.

Eskelinen, P., Miettinen, K., Trade-Off Analysis Tool with Applicability Study for Interactive Nonlinear Multiobjective Optimization, Working Papers W-453, Helsinki School of Economics, Helsinki, 2008.

Ruotsalainen, H., Miettinen, K., Palmgren, J.-E., Lahtinen, T., Interactive Multiobjective Optimization for HDR Brachytherapy, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 14/2008, University of Jyväskylä, Jyväskylä, 2008.

Ruotsalainen, H., Boman, E., Miettinen, K., Tervo, J., Interactive Multiobjective Optimization in the BTE-based Radiotherapy Treatment Planning, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 15/2008, University of Jyväskylä, Jyväskylä, 2008.

Aittokoski, T., Miettinen, K., Decreasing Computational Cost of Simulation Based Interactive Multiobjective Optimization with Adustable Solution Accuracy, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 19/2008, University of Jyväskylä, Jyväskylä, 2008.

Deb, K., Miettinen, K., A Review of Nadir Point Estimation Procedures Using Evolutionary Approaches: A Tale of Dimensionality Reduction, KanGAL Report 2008004, Indian Institute of Technology, Kanpur, India, 2008.

Tontchev, N.T., Kirilov, L.M., Miettinen, K., Modelling of Problems of Metal Building-Up by Welding with Multiple Criteria, IIT Working Papers, IIT/WP-247, Bulgarian Academy of Sciences, Sofia, Bulgaria, 2008.

Publications in 2007

Journal Papers

Ojalehto, V., Miettinen, K., Mäkelä, M.M., Interactive Software for Multiobjective Optimization: IND-NIMBUS, WSEAS Transactions on Computers, 6(1), 87-94, 2007. Implementation in Python available: IND-NIMBUS.

Haarala, M., Miettinen, K., Mäkelä, M.M., Globally Convergent Limited Memory Bundle Method for Large-Scale Nonsmooth Optimization, Mathematical Programming, 109(1), 181-205, 2007. Available via SpringerLink.
Abstract

Maaranen, H., Miettinen, K., Penttinen, A., On Initial Populations of a Genetic Algorithm for Continuous Optimization Problems, Journal of Global Optimization, 37(3), 405-436, 2007. Available via SpringerLink
Abstract

Setämaa-Kärkkäinen, A., Miettinen, K., Vuori, J., Heuristic for a New Multiobjective Scheduling Problem, Optimization Letters, 1(3), 213-225, 2007. Available via SpringerLink
Abstract

Miettinen, K., Using Interactive Multiobjective Optimization in Continuous Casting of Steel, Materials and Manufacturing Processes, 22(5), 585-593, 2007. Available via Taylor & Francis Online
Abstract

Hakanen, J., Kawajiri, Y., Miettinen, K., Biegler, L.T., Interactive Multi-Objective Optimization for Simulated Moving Bed Processes, Control and Cybernetics, 36(2), 282-320, 2007.
Abstract

Conference Papers (in Proceedings)

Vassileva, M., Vassilev, V., Staykov, B., Miettinen, K., Generalized Multicriteria Decision Support System, in "Proceedings of the HABUSKA Open Workshop Semantic Web and Knowledge Technologies Applications, Varna, Bulgaria", Edited by D. Dochev, I. Simonics, L. Boszormenyi, R. Pavlov, 2007.

Edited Books and Proceedings

Branke, J., Deb, K., Miettinen, K., Slowinski R. (eds), Practical Approaches to Multi-Objective Optimization, Dagstuhl Seminar Proceedings 06501, Internationales Begegnungs- und Forschungszentrum (IBFI), Schloss Dagstuhl, Germany. 2007.

Working Papers

Thiele, L., Miettinen, K., Korhonen, P.J., Molina, J., A Preference-Based Interactive Evolutionary Algorithm for Multiobjective Optimization, Working Papers W-412, Helsinki School of Economics, Helsinki, 2007.

Yevseyeva, I., Miettinen, K., Salminen, P., Lahdelma, R., SMAA-Classification - A New Method for Nominal Classification, Working Papers W-422, Helsinki School of Economics, Helsinki, 2007.

Luque, M., Ruiz, F., Miettinen, K. , GLIDE - General Formulation for Interactive Multiobjective Optimization, Working Papers W-432, Helsinki School of Economics, Helsinki, 2007.

Eskelinen, P., Miettinen, K., Klamroth, K., Hakanen, J. , Interactive Learning-Oriented Decision Support Tool for Nonlinear Multiobjective Optimization: Pareto Navigator, Working Papers W-439, Helsinki School of Economics, Helsinki, 2007.

Publications in 2006

Journal Papers

Miettinen, K., Mäkelä, M.M., Maaranen, H., Efficient Hybrid Methods for Global Continuous Optimization based on Simulated Annealing, Computers & Operations Research, 33(4), 1102-1116, 2006. Available via ScienceDirect
Abstract

Miettinen, K., Mäkelä, M.M., Synchronous Approach in Interactive Multiobjective Optimization, European Journal of Operational Research, 170(3), 909-922, 2006. Available via ScienceDirect. Implementation of NIMBUS in Python available in the DESDEO software framework, in IND-NIMBUS and in WWW-NIMBUS.
Abstract

Setämaa-Kärkkäinen, A., Miettinen, K., Vuori, J., Best Compromise Solution for a New Multiobjective Scheduling Problem, Computers & Operations Research, 33(8), 2353-2368, 2006. Available via ScienceDirect
Abstract

Miettinen, K., Kirilov, L., Interactive Reference Direction Approach Using Implicit Parametrization for Nonlinear Multiobjective Optimization, Journal of Multi-Criteria Decision Analysis, 13(2-3), 115-123, 2005. Available via Wiley Online Library
Abstract

Hakanen, J., Miettinen, K., Mäkelä, M.M., Manninen, J., On Interactive Multiobjective Optimization with NIMBUS in Chemical Process Design, Journal of Multi-Criteria Decision Analysis, 13(2-3), 125-134, 2005. Available via Wiley Online Library
Abstract

Miettinen, K., Mäkelä, M.M., Kaario, K., Experiments with Classification-Based Scalarizing Functions in Interactive Multiobjective Optimization, European Journal of Operational Research, 175(2), 931-947, 2006. Available via ScienceDirect
Abstract

Madetoja, E., Miettinen, K., Tarvainen, P., Issues Related to the Computer Realization of a Multidisciplinary and Multiobjective Optimization System, Engineering with Computers, 22(1), 33-46, 2006. Available via SpringerLink
Abstract

Heikkola, E., Miettinen, K., Nieminen, P., Multiobjective Optimization of an Ultrasonic Transducer using NIMBUS, Ultrasonics, 44(4), 368-380, 2006. Available via ScienceDirect
Abstract

Conference Papers (in Proceedings)

Miettinen, K., Interactive Multiobjective Optimization Method NIMBUS Applied to Continuous Casting of Steel, in "International Workshop on Neural Network and Genetic Algorithm in Materials Science and Engineering, Proceedings", Ed. by N.R. Bandyopadhyay, P.P. Chattopadhyay, S. Datta, Tata McGraw-Hill Publishing Company Limited, New Delhi, 58-72, 2006.

Deb, K., Chaudhuri, S., Miettinen, K., Towards Estimating Nadir Objective Vector using Evolutionary Approaches, in "Proceedings of the 8th Annual Genetic and Evolutionary Computation Conference (GECCO-2006), Seattle", Ed. by M. Keijzer et al., Volume 1, The Association of Computing Machinery (ACM), New York, 643-650, 2006.

Miettinen, K., IND-NIMBUS for Demanding Interactive Multiobjective Optimization, in "Multiple Criteria Decision Making '05", Ed. by T. Trzaskalik, The Karol Adamiecki University of Economics in Katowice, Katowice, 137-150, 2006.

Ojalehto, V., Miettinen, K., Mäkelä, M.M., IND-NIMBUS Software for Multiobjective Optimization, in "Proceedings of the 6th International Conference on Simulation, Modelling and Optimization, Lisbon, Portugal", CD-Proceedings Ed. by A.M. Madureira, J.C. Quadrado, Z. Bojkovic, S. Impedovo, D. Kalpic, Z. Stjepanovic, S. Javadi, 654-659, 2006.

Vassileva, M., Vassilev, V., Staykov, B., Miettinen, K., Generalized Multicriteria Decision Support System, in "Proceedings of the International Workshop "Semantic Web and Knowledge Technologies Applications", Varna, Bulgaria", Ed. by D. Dochev, I. Simonics, L. Boszormenyi, R. Pavlov, 16-30, 2006.

Working Papers

Hakanen, J., Kawajiri, Y., Miettinen, K., Biegler, L.T., Interactive Multi-Objective Optimization of Simulated Moving Bed Processes using IND-NIMBUS and IPOPT, Working Papers W-404, Helsinki School of Economics, Helsinki, 2006.

Ruotsalainen, H., Boman, E., Miettinen, K., Hämäläinen, J. , Interactive Multiobjective Optimization for IMRT, Working Papers W-409, Helsinki School of Economics, Helsinki, 2006.

Luque, M., Miettinen, K., Eskelinen, P., Ruiz, F. , Three Different Ways for Incorporating Preference Information in Interactive Reference Point Based Methods, Working Papers W-410, Helsinki School of Economics, Helsinki, 2006.

Publications in 2005

Journal Papers

Lahdelma, R., Miettinen, K., Salminen, P., Reference Point Approach for Multiple Decision Makers, European Journal of Operational Research, 164(3), 785-791, 2005. Available via ScienceDirect
Abstract

Lotov, A.V., Kamenev, G.K., Berezkin, V.E., Miettinen, K., Optimal Control of Cooling Process in Continuous Casting of Steel Using a Visualization-Based Multi-Criteria Approach, Applied Mathematical Modelling, 29(7), 653-672, 2005. Available via ScienceDirect
Abstract

Miettinen, K., Kaario, K., Comparing Graphic and Symbolic Classification in Interactive Multiobjective Optimization, Journal of Multi-Criteria Decision Analysis, 12(6), 321-335, 2003. Available via Wiley Online Library
Abstract

Edited Books and Proceedings

Branke, J., Deb, K., Miettinen, K., Steuer R.E. (eds), Practical Approaches to Multi-Objective Optimization, Dagstuhl Seminar Proceedings 04461, Internationales Begegnungs- und Forschungszentrum (IBFI), Schloss Dagstuhl, Germany. 2005.

Conference Papers (in Proceedings)

Yevseyeva, I., Miettinen, K., Räsänen, P., Decision Support System for Attention Deficit Hyperactivity Disorder Diagnostics, in "ORP3, Operational Research Peripatetic Postgraduate Programme", Proceedings, Ed. by C. Maroto, R. Ruiz, J. Alcaraz, E. Vallada, F. Crespo, 183-194, 2005.

Kirilov, L., Miettinen, K. Solutions' Properties and Numerical Testing of an Interactive Method REF-LEX, in "Proceedings of the International Conference on Computer Systems and Technologies - CompSysTech'05", Varna, Bulgaria, Ed. by B. Rachev, A. Smrikarov, Bulgarian Chapter of ACM, IIIA9.1-IIIA9.6, 2005.

Reports, working papers etc.

Yevseyeva, I., Miettinen, K., Survey of Multicriteria Decision Aiding Methods for Ordinal Classification with Some New Methodology, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 2/2005, University of Jyväskylä, Jyväskylä, 2005.

Madetoja, E., Mäkelä, M.M., Miettinen, K., Tarvainen, P., From Paper Making Simulation and Optimization Towards Engineering Decision Support, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2005, University of Jyväskylä, Jyväskylä, 2005.

Hakanen, J., Miettinen, K., Mäkelä, M.M., Towards Multiobjective Process Synthesis, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 4/2005, University of Jyväskylä, Jyväskylä, 2005.

Heikkola, E., Miettinen, K., Nieminen, P., Applying IND-NIMBUS to a Design Problem in High-Power Ultrasonics, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 6/2005, University of Jyväskylä, Jyväskylä, 2005.

Ojalehto, V., Miettinen, K., Mäkelä, M.M., Issues of Implementing IND-NIMBUS Software for Interactive Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 8/2005, University of Jyväskylä, Jyväskylä, 2005.

Klamroth, K., Miettinen, K., Interactive Approach Utilizing Approximations of the Nondominated Set, Working Papers W-396, Helsinki School of Economics, Helsinki, 2005.

Vassileva, M., Miettinen, K., Vassilev, V., Generalized Scalarizing Problem for Multicriteria Optimization, IIT Working Papers, IIT/WP-205, Institute of Information Technologies, Bulgaria, 2005.

Miettinen, K., Paras mahdollinen maailma?, Tietoyhteys, 3, 28-29, 2005.

Publications in 2004

Journal Papers

Maaranen, H., Miettinen, K., Mäkelä, M.M., Quasi Randon Initial Population for Genetic Algorithms, Computers and Mathematics with Applications, 47, 1885-1895, 2004.
Abstract

Haarala, M., Miettinen, K., Mäkelä, M.M., New Limited Memory Bundle Method for Large-Scale Nonsmooth Optimization, Optimization Methods and Software, 19(6), 673-692, 2004. Available via Taylor & Francis Online
Abstract

Conference Papers (in Proceedings)

Hakanen, J., Miettinen, K., Mäkelä, M.M., An Application of Multiobjective Optimization to Process Simulation, in "4th European Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS2004", CD-Proceedings Ed. by Neittaanmäki, P., Rossi, T., Korotov, S., Onate, E., Periaux, J., Knörzer, D., Volume II, 2004 (Refereed).

Kaario, K., Miettinen, K., Mäkelä, M.M., Saariluoma, P., Symbolic and Graphic Classification in Interactive Multiobjective Optimization System WWW-NIMBUS, in "4th European Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS2004", CD-Proceedings Ed. by Neittaanmäki, P., Rossi, T., Korotov, S., Onate, E., Periaux, J., Knörzer, D., Volume II, 2004 (Refereed).

Setämaa-Kärkkäinen, A., Miettinen, K., Vuori, J., New Heuristic Approach to Multiobjective Scheduling, in "4th European Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS2004", CD-Proceedings Ed. by Neittaanmäki, P., Rossi, T., Korotov, S., Onate, E., Periaux, J., Knörzer, D., Volume II, 2004 (Refereed).

Lahdelma, R., Miettinen, K., Salminen, P., Tervonen, T., Computational Methods for Stochastic Multicriteria Acceptability Analysis, in "4th European Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS2004", CD-Proceedings Ed. by Neittaanmäki, P., Rossi, T., Korotov, S., Onate, E., Periaux, J., Knörzer, D., Volume II, 2004 (Refereed).

Hämäläinen. J., Miettinen, K., Madetoja, E., Mäkelä, M.M., Tarvainen, P., Multiobjective Decision Making for Papermaking, in "MCDM2004, the 17th International Conference on Multiple Criteria Decision Making", CD-Proceedings, Ed. by Wedley, W.C., 2004.

Hakanen, J., Mäkelä, M.M., Miettinen, K., Manninen, J., On Interactive Multiobjective Optimization with NIMBUS in Chemical Process Design, in "MCDM2004, the 17th International Conference on Multiple Criteria Decision Making", CD-Proceedings, Ed. by Wedley, W.C., 2004.

Reports

Saariluoma, P., Kaario, K., Miettinen, K., Mäkelä, M.M., Comparison of Symbolic and Graphic Classifications in WWW-NIMBUS, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 1/2004, University of Jyväskylä, Jyväskylä, 2004.

Miettinen, K., Mäkelä, M.M., Maaranen, H., Simulated Annealing Hybrids for Global Continuous Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 2/2004, University of Jyväskylä, Jyväskylä, 2004.

Setämaa-Kärkkäinen, A., Miettinen, K., Vuori, J., Heuristic for a Transmission Link Selection Problem, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2004, University of Jyväskylä, Jyväskylä, 2004.

Miettinen, K., Mäkelä, M.M., Kaario, K., Comparing Computational Complexity of Some Classification-Based Scalarizing Functions in Interactive Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 6/2004, University of Jyväskylä, Jyväskylä, 2004.

Maaranen, H., Miettinen, K., Penttinen, A., On Initial Populations of an Evolutionary Algorithm for Continuous Optimization Problems , Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 8/2004, University of Jyväskylä, Jyväskylä, 2004.

Publications in 2003

Journal Papers

Lahdelma, R., Miettinen, K., Salminen, P., Ordinal Criteria in Stochastic Multicriteria Acceptability Analysis (SMAA), European Journal of Operational Research 147(1), 117-127, 2003. Available via ScienceDirect
Abstract

Hämäläinen, J., Miettinen, K., Tarvainen, P., Toivanen, J., Interactive Solution Approach to a Multiobjective Optimization Problem in Paper Machine Headbox Design, Journal of Optimization Theory and Applications 116(2), 265-281, 2003. Available via SpringerLink
Abstract

Miettinen, K., Lotov, A.V., Kamenev, G.K., Berezkin, V.E., Integration of Two Multiobjective Optimization Methods for Nonlinear Problems, Optimization Methods and Software 18(1), 63-80, 2003.
Abstract

Miettinen, K., Mäkelä, M.M., Characterizing Generalized Trade-Off Directions, Mathematical Method of Operations Research 57(1), 89-100, 2003. Available via SpringerLink
Abstract

Furems, E.M., Larichev, O.I., Roizenson, G.V., Lotov, A.V., Miettinen, K., Human Behavior in a Multi-Criteria Choice Problem with Individual Tasks of Different Difficulties, International Journal of Information Technology & Decision Making 2(1), 29-40, 2003. Available via World Scientific
Abstract

Toivanen, J., Hämäläinen, J. Miettinen, K., Tarvainen, P., Designing Paper Machine Headbox Using GA, Materials and Manufacturing Processes, 18(3), 533-541, 2003. Available via Taylor & Francis Online
Abstract

Miettinen, K., Mäkelä, M.M., Toivanen, J., Numerical Comparison of Some Penalty-Based Constraint Handling Techniques in Genetic Algorithms, Journal of Global Optimization, 27(4), 427-446, 2003.
Abstract

Conference Papers (in Proceedings)

Miettinen, K., Graphical Illustration of Pareto Optimal Solutions, in "Multi- Objective Programming and Goal Programming: Theory and Applications", Ed. by Tanino, T., Tanaka, T., Inuiguchi, M., Springer-Verlag, Berlin, Heidelberg, 197-202, 2003.

Maaranen, H., Miettinen, K., Mäkelä, M.M., Training Multi Layer Perceptron Network using a Genetic Algorithm as a Global Optimizer, in "Metaheuristics: Computer Decision-Making", Ed. by Resende, M.G.C., Pinho de Sousa, J., Kluwer Academic Publishers, 421-448, 2003.

Maaranen, H., Miettinen, K., Mäkelä, M.M., Using Quasi Random Sequences in Genetic Algorithms, in "Optimization and Inverse Problems in Electromagnetism", Ed. by Rudnicki, M., Wiak, S., Proceedings of OIPE 2002, Kluwer Academic Publishers, 33-44, 2003.

Madetoja, E., Miettinen, K., Mäkelä, M.M., Multiobjective Optimization for Paper Making Line, in "International Congress on Evolutionary Methods for Design, Optimization and Control with Applications to Industrial Problems, EUROGEN 2003", CD-Proceedings, Ed. by Bugeda, G., Desideri, J.A., Periaux, J., Schoenauer M., Winter, G., CIMNE, Barcelona, 2003.

Hakanen, J., Miettinen, K., Mäkelä, M.M., Using Genetic Algorithms in Multiobjective Process Optimization, in "International Congress on Evolutionary Methods for Design, Optimization and Control with Applications to Industrial Problems, EUROGEN 2003", CD-Proceedings, Ed. by Bugeda, G., Desideri, J.A., Periaux, J., Schoenauer M., Winter, G., CIMNE, Barcelona, 2003.

Reports and Lecture Notes

Miettinen, K., Supporting Comparison of Alternatives in Multiple Criteria Decision Making with the Help of Visualizations, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 1/2003, University of Jyväskylä, Jyväskylä, 2003.

Maaranen, H., Miettinen, K., Mäkelä, M.M., Replacing Pseudo Random Numbers with Quasi Random Sequences in the Initial Population for Genetic Algorithms, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 4/2003, University of Jyväskylä, Jyväskylä, 2003.

Haarala, M., Miettinen, K., Mäkelä, M.M., Large-Scale Nonsmooth Optimization: New Variable Metric Bundle Algorithm with Limited Memory, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 6/2003, University of Jyväskylä, Jyväskylä, 2003. Published in parallel in JYX (open access)

Berezkin, V.E., Kamenev, G.K., Lotov, A.V., Miettinen, K., Application of Pareto Frontier Visualization for Analysing Cooling Strategies in Continuous Casting of Steel, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 8/2003, University of Jyväskylä, Jyväskylä, 2003.

Saariluoma, P., Kaario, K., Miettinen, K., Mäkelä, M.M., Effects of Users' Domain Expertise in Designing Special Purpose Software, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 9/2003, University of Jyväskylä, Jyväskylä, 2003.

Setämaa, A., Miettinen, K., Mäkelä, M.M., Vuori, J., Multiobjeective Optimization of a Transmission Link Selection Problem, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 10/2003, University of Jyväskylä, Jyväskylä, 2003.

Haarala, M., Miettinen, K., Mäkelä, M.M., Limited Memory Bundle Method for Large-Scale Nonsmooth Optimization: Convergence Analysis, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 12/2003, University of Jyväskylä, Jyväskylä, 2003.

Maaranen, H., Miettinen, K., Penttinen, A., Initial Populations of a Genetic Algorithm: Generation, Properties and Effects, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 15/2003, University of Jyväskylä, Jyväskylä, 2003.

Kirilov, L.M., Miettinen, K., Reference Direction Approach Using Implicit Parametrization for Nonlinear Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 16/2003, University of Jyväskylä, Jyväskylä, 2003.

Weidner, P., Hakanen, J., Miettinen, K., Mäkelä, M.M., Experiences with a Multicriteria Optimization Procedure Using Hyperbola Efficiency, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 17/2003 University of Jyväskylä, Jyväskylä, 2003.

Miettinen, K., Epälineaarinen optimointi (Nonlinear Programming), Lecture Notes 10, University Jyväskylä, Department of Mathematical Information Technology, Jyväskylä, 2003.

Publications in 2002

Journal Papers

Miettinen, K., Mäkelä, M.M., On Generalized Trade-Off Directions in Nonconvex Multiobjective Optimization, Mathematical Programming 92, 141-151, 2002. Published online February 14, 2002. Available via SpringerLink
Abstract

Miettinen, K., Mäkelä, M.M., On Scalarizing Functions in Multiobjective Optimization, OR Spectrum, 24, 193-213, 2002. Available via SpringerLink
Abstract

Furems, E.M., Larichev, O.I., Lotov, A.V., Miettinen, K., Roizenson, G.V., Human Behavior in a Multi-Criteria Choice with Individual Tasks of Different Difficulties, Artificial Intelligence (National Academy of Sciences of Ukraine, Institute of Artificial Intelligence), 2, 346-352, 2002.
Abstract

Papers in Collections

Miettinen, K. Interactive Nonlinear Multiobjective Procedures, in "Multiple Criteria Optimization: State of the Art Annotated Bibliographic Surveys", Ed. by Ehrgott, M. and Gandibleux, X., Kluwer Academic Publishers, 227-276, 2002.

Conference Papers (in Proceedings)

Hämäläinen, J.P., Miettinen, K., Tarvainen, P., Toivanen, J., Multiobjective Paper Machine Headbox Shape Optimization, in "Evolutionary Methods for Design, Optimization and Control with Applications to Industrial Problems", Ed. by Giannakoglou, K.C., Tsahalis, D.T., Periaux, J., Papailiou, K.D. and Fogarty, T., Proceedings of the EUROGEN2001 Conference, Athens, Greece, September 19-21, 2001, International Center for Numerical Methods in Engineering (CIMNE), 343-348, 2002.

Hämäläinen, J.P., Miettinen, K., Tarvainen, P., Toivanen, J., Solving a Three-Objective Optimization Problem in Paper Machine Headbox Design, in "Evolutionary Methods for Design, Optimization and Control with Applications to Industrial Problems", Ed. by Giannakoglou, K.C., Tsahalis, D.T., Periaux, J., Papailiou, K.D. and Fogarty, T., Proceedings of the EUROGEN2001 Conference, Athens, Greece, September 19-21, 2001, International Center for Numerical Methods in Engineering (CIMNE), 349-354, 2002.

Reports

Lahdelma, R., Miettinen, K. and Salminen, P., Stochastic Multicriteria Acceptability Analysis Using Achievement Functions, TUCS Technical Report No 459, Turku Centre for Computer Science, 2002.

Miettinen, K., Mäkelä, M.M., Synchronous Scalarizing Functions within the Interactive NIMBUS Method for Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 9/2002, University of Jyväskylä, Jyväskylä, 2002.

Maaranen, H., Miettinen, K., Mäkelä, M.M., Solving Regression Problem with a New Hybrid Optimization Method, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 17/2002, University of Jyväskylä, Jyväskylä, 2002.

Publications in 2001

Journal Papers

Miettinen, K., Mäkelä, M.M., On Cone Characterizations of Weak, Proper and Pareto Optimality in Multiobjective Optimization, Mathematical Methods of Operations Research, 53, 233-245, 2001. Available via SpringerLink
Abstract

Conference Papers (in Proceedings)

Miettinen, K., Some Methods for Nonlinear Multi-Objective Optimization, in "Evolutionary Multi-Criterion Optimization", Ed. by Zitzler E., Deb K., Thiele L., Coello Coello C. A., Corne D., First International Conference, EMO 2001, Zurich, Switzerland, March 2001, Proceedings, Springer-Verlag, Berlin, Heidelberg, 1-20, 2001.

Miettinen, K., Salminen, P., Lahdelma, R., Treating Ordinal Criteria in Stochastic Weight Space Analysis, in "Multiple Criteria Decision Making in the New Millennium", Ed. by M. Köksalan, S. Zionts, Proceedings of the Fifteenth International Conference on Multiple Criteria Decision Making (MCDM), Springer-Verlag, Berlin, Heidelberg, 285-293, 2001, (Refereed).

Reports

Furems, E.M., Larichev, O.I., Lotov, A.V., Miettinen, K., Roizenson, G.V., Psychological Experiments with Individually Difficult Tasks in Discrete MCDM, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 6/2001, University of Jyväskylä, Jyväskylä, 2001.

Miettinen, K., Mäkelä, M.M., Classification and Reference Point Based Scalarizing Functions in Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 8/2001, University of Jyväskylä, Jyväskylä, 2001.

Hämäläinen, J. P., Miettinen, K., Tarvainen, P., Toivanen, J., Solving a Three-Objective Optimization Problem in Paper Machine Headbox Design Using NIMBUS, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 10/2001, University of Jyväskylä, Jyväskylä, 2001.

Miettinen, K., Mäkelä, M.M., Characterizations of Generalized Trade-Off Directions in Nonconvex Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 13/2001, University of Jyväskylä, Jyväskylä, 2001.

Publications in 2000

Journal Papers

Miettinen, K. and Mäkelä, M.M., Interactive Multiobjective Optimization System WWW-NIMBUS on the Internet, Computers & Operations Research 27, 709-723, 2000. Available via ScienceDirect
Abstract

Conference Papers (in Proceedings)

Miettinen, K. and Mäkelä, M.M., Tangent and Normal Cones in Nonconvex Multiobjective Optimization, in "Research and Practice in Multiple Criteria Decision Making", Ed. by Haimes, Y.Y. and Steuer, R.E., Proceedings of the XIV-th International Conference on Multiple Criteria Decision Making, Springer-Verlag, 114-124, 2000.

Reports

Miettinen, K., Mäkelä, M.M., Characterizing Generalized Trade-Off Directions in Nonconvex Multiobjective Optimization with Contingent Cones, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 11/2000, University of Jyväskylä, Jyväskylä, 2000.

Miettinen, K., Mäkelä, M.M., On Relations of Cones to Weak, Proper and Pareto Optimality, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 12/2000, University of Jyväskylä, Jyväskylä, 2000.

Miettinen, K., Berezkin, V.E., Kamenev, G.K., Lotov, A.V., Graphical and Interactive Decision Support Tool for Nonlinear Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 15/2000, University of Jyväskylä, Jyväskylä, 2000.

Miettinen, K., Mäkelä, M.M., Toivanen, J., Comparison of Four Penalty Function-Based Methods in Handling Constraints with Genetic Algorithms, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 17/2000, University of of Jyväskylä, Jyväskylä, 2000.

Publications in 1999

Monographs

Miettinen, K., Nonlinear Multiobjective Optimization, Kluwer Academic Publishers, Boston, 1999.

Journal Papers

Miettinen, K. and Salminen, P., Decision-Aid for Discrete Multiple Criteria Decision Making Problems with Imprecise Data, European Journal of Operational Research 119, 50-60, 1999. Available via ScienceDirect
Abstract

Miettinen, K. and Mäkelä, M.M., Comparative Evaluation of Some Interactive Reference Point-based Methods for Multi-Objective Optimisation, Journal of the Operational Research Society 50, 949-959, 1999. Conveniently available and via Taylor&Francis Online
Abstract

Edited Books and Proceedings

Miettinen, K., Mäkelä, M.M., Neittaanmäki, P. and Periaux, J. (eds), Evolutionary Algorithms in Engineering and Computer Science, John Wiley & Sons, Chichester, 1999.

Miettinen, K., Mäkelä, M.M., and Toivanen, J. (eds), Proceedings of EUROGEN99 - Short Course on Evolutionary Algorithms in Engineering and Computer Science, Reports of the Department of Mathematical Information Technology, Series A, Collections, No. A 2/1999, University of Jyväskylä, Jyväskylä, 1999.

Conference Papers (in Proceedings)

Mäkinen, J., Miettinen, K. and Mäkelä, M.M., Some Penalty Methods with Genetic Algorithms, in "Proceedings of EUROGEN99 - Short Course on Evolutionary Algorithms in Engineering and Computer Science", Ed. by Miettinen, K., Mäkelä, M.M. and Toivanen, J., Reports of the Department of Mathematical Information Technology, Series A, Collections, No. A 2/1999, University of Jyväskylä, Jyväskylä, 105-112, 1999.

Reports

Miettinen, K., Lahdelma, R. and Salminen, P., SMAA-O - Stochastic Multicriteria Acceptability Analysis with Ordinal Criteria, Reports of the Department of Mathematical Information Technology, Series B, Scientific computing, No. B 5/1999, University of Jyväskylä, Jyväskylä, 1999.

Miettinen, K., Mäkelä, M.M. and Mäkinen, J., Handling Constraints with Penalty Techniques in Genetic Algorithms - A Numerical Comparison, Reports of the Department of Mathematical Information Technology, Series B, Scientific computing, No. B 10/1999, University of Jyväskylä, Jyväskylä, 1999.

Publications in 1998

Journal Papers

Hokkanen, J., Lahdelma, R., Miettinen, K. and Salminen, P. , Determining the Implementation Order of a General Plan by Using a Multicriteria Method, Journal of Multi-Criteria Decision Analysis 7, 273-284, 1998. Available via Wiley Online Library
Abstract

Miettinen, K., Mäkelä, M.M and Männikkö, T., Optimal Control of Continuous Casting by Nondifferentiable Multiobjective Optimization, Computational Optimization and Applications 11, 177-194, 1998. Available via SpringerLink
Abstract

Conference Papers (in Proceedings)

Miettinen, K. and Mäkelä, M.M., Interactive MCDM Support System in the Internet, in "Trends in Multicriteria Decision Making", Ed. by Stewart, T.J. and van den Honert, R.C., Proceedings of the 13th International Conference on Multiple Criteria Decision Making, Springer-Verlag, 424-433, 1998.

Reports

Miettinen, K. and Korhonen, P. , Distributed Performance Analysis on the Internet Using a Centric Database, Interim Report IR-98-111, IIASA, Laxenburg, 1998.
Abstract

Miettinen, K. and Mäkelä, M.M., Theoretical and Computational Comparison of Multiobjective Optimization Methods NIMBUS and RD, Report 5/1998, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1998.

Miettinen, K. and Mäkelä, M.M., Optimization System WWW-NIMBUS, Report 9/1998, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1998.

Miettinen, K. and Mäkelä, M.M., Proper Pareto Optimality in Nonconvex Problems - Characterization with Tangent and Normal Cones, Report 11/1998, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1998.

Publications in 1997

Conference Papers (in Proceedings)

Lahdelma, R., Hokkanen J., Miettinen, K. and Salminen P., Determining the Implementation Order of a General Plan by Using a Multicriteria Method, in "Proceedings of the Second Noon2nooN Seminar on Decision Science and Applicaations", Ed. by Miettinen, K., The Second Noon2nooN Seminar on Decision Science and Applications, December 10-11, 1996, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Report 5/1997, 54-64, 1997.

Miettinen, K., Mäkelä, M.M., Interactive Method NIMBUS for Nondifferentiable Multiobjective Optimization Problems, in "Multicriteria Analysis", Ed. by Climaco J., Proceedings of the XIth International Conference on MCDM, 1-6 August 1994, Coimbra, Portugal, Springer-Verlag, 310-319, 1997.
Abstract

Mäkelä, M.M., Miettinen, K., Comparison of Some Nondifferentiable Multiobjective Optimization Methods, in "Proceedings of the Second Noon2nooN Seminar on Decision Science and Applicaations", Ed. by Miettinen, K., The Second Noon2nooN Seminar on Decision Science and Applications, December 10-11, 1996, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, Report 5/1997, 17-27, 1997.

Reports

Miettinen, K., Salminen, P. and Hokkanen, J. , Acceptability Analysis for Multicriteria Problems with Multiple Decision-Makers, Report 2/1997, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1997.

Proceedings

Miettinen, K. (ed.), Proceedings of the Second Noon2nooN Seminar on Decision Science and Applications, Report 5/1997, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1997.

Publications in 1996

Conference Papers (in Proceedings)

Miettinen, K. and Mäkelä, M.M., NIMBUS - Interactive Method for Nondifferentiable Multiobjective Optimization Problems, in "Multi-Objective Programming and Goal Programming: Theories and Applications, Proceedings of the First International Conference in Multi-Objective Programming and Goal Programming Theories and Applications", Ed. by Tamiz, Lecture Notes in Economics and Mathematical Systems 432, Springer-Verlag, Berlin, Heidelberg, 50-57, 1996.

Miettinen, K., Mäkelä, M.M. and Mäkinen, R.A.E., Interactive Multiobjective Optimization System NIMBUS Applied to Nonsmooth Structural Design Problems, in "System Modelling and Optimization, Proceedings of the 17th IFIP Conference on System Modelling and Optimization", Ed. by Dolezal, J., Fidler, J., 17th IFIP Conference on System Modelling and Optimization, Prague, Czech Republic, Chapman & Hall, London, 379-385, 1996.

Reports, etc.

Miettinen, K., Mäkelä, M.M., Comparing Two Versions of NIMBUS Optimization System, Report 23/1996, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1996.

Miettinen, K., Mäkelä, M.M. and Männikkö, T., Nondifferentiable Multiobjective Optimizer NIMBUS Applied to an Optimal Control Problem of Continuous Casting, Report 22/1996, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1996.

Miettinen, K. (ed.), Annual Report 1995, Report 1/1996, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1996.

Publications in 1995

Journal Papers

Miettinen, K. and Mäkelä, M.M., Interactive Bundle-Based Method for Nondifferentiable Multiobjective Optimization: NIMBUS, Optimization 34, 231-246, 1995. Available via Taylor & Francis Online
Abstract

Reports, Lecture Notes, etc.

Miettinen, K., Optimointi (Optimization), Lecture Notes 33, University Jyväskylä, Department of Mathematics, Jyväskylä, 1995.

Miettinen, K. (ed.), Annual Report 1994, Report 1/1995, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1995.

Publications in 1994

Conference Papers (in Proceedings)

Miettinen, K. and Mäkelä, M. M., A Nondifferentiable Multiple Criteria Optimization Method Applied to Continuous Casting Process, in "Proceedings of the Seventh European Conference on Mathematics in Industry (ECMI 9)", Ed. by Fasano A.and Primicerio M., Seventh European Conference on Mathematics in Industry, Montecatini Terme, B. G. Teubner, Stuttgart, 255-262, 1994.
Abstract

Reports, etc.

Miettinen, K., On the Methodology of Multiobjective Optimization with Applications, Report 60 (doctoral thesis), University of Jyväskylä, Department of Mathematics, Jyväskylä, 1994. Published in parallel in JYX (open access).

Miettinen, K. (ed.), Annual Report 1993, Report 1/1994, University of Jyväskylä, Department of Mathematics, Laboratory of Scientific Computing, Jyväskylä, 1994.

Publications in 1993

Journal Papers

Miettinen, K. and Mäkelä, M.M, An Interactive Method for Nonsmooth Multiobjective Optimization with an Application to Optimal Control, Optimization Methods and Software 2, 31-44, 1993.
Abstract

Publications in 1991

Reports

Miettinen, K., Mäkelä, M.M., Nonsmooth Multicriteria Optimization Applied to Optimal Control, Reports on Applied Mathematics and Computing, No. 6, University of Jyväskylä, Department of Mathematics, Jyväskylä, 1991.