Marko Mäkelä
makela@utu.fi +358 29 450 4311 +358 50 326 4519 Vesilinnantie 5 Turku |
Publications 
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- On invex functions with same η in single- and multivalued nonsmooth optimization with Clarke’s subdifferential (2025) Rinne, Ville; Nikulin, Yury; Mäkelä, Marko M.
(Other publication) - Stochastic limited memory bundle algorithm for clustering in big data (2025)
- Pattern Recognition
(A1 Refereed original research article in a scientific journal) - Correntropy-Based Constructive One Hidden Layer Neural Network (2024)
- Algorithms
(A1 Refereed original research article in a scientific journal) - Nonsmooth DC optimization support vector machines method for piecewise linear regression (2024)
- Applied and Computational Mathematics
(A1 Refereed original research article in a scientific journal) - Empirical analysis of different hybridization strategies for solving systems of nonlinear equations (2023)
- Control and Cybernetics
(A1 Refereed original research article in a scientific journal) - Loading optimization algorithm for solving assembly assignment problem in the final disposal of spent nuclear fuel in Finland (2023)
- Nuclear Engineering and Design
(A1 Refereed original research article in a scientific journal) - Nonsmooth Optimization-Based Hyperparameter-Free Neural Networks for Large-Scale Regression (2023)
- Algorithms
(A1 Refereed original research article in a scientific journal) - OSCAR: Optimal subset cardinality regression using the L0-pseudonorm with applications to prognostic modelling of prostate cancer (2023)
- PLoS Computational Biology
(A1 Refereed original research article in a scientific journal) - Randomized Constructive Neural Network Based on Regularized Minimum Error Entropy (2023) Impact of Scientific Computing on Science and Society Nayyeri Mojtaba, Yazdi Hadi Sadoghi, Rouhani Modjtaba, Maskooki Alaleh, Mäkelä Marko M.
(A3 Refereed book chapter or chapter in a compilation book) - Stability in Discrete Games with Perturbed Payoffs (2023) Impact of Scientific Computing on Science and Society Emelichev Vladimir A., Mäkelä Marko M., Nikulin Yury V.
(A3 Refereed book chapter or chapter in a compilation book) - Using projected cutting planes in the extended cutting plane method (2022)
- Optimization
(A1 Refereed original research article in a scientific journal) - Aggregate subgradient method for nonsmooth DC optimization (2021)
- Optimization Letters
(A1 Refereed original research article in a scientific journal) - Clusterwise support vector linear regression (2020)
- European Journal of Operational Research
(A1 Refereed original research article in a scientific journal) - Hyperparameter-free NN algorithm for large-scale regression problems (2020) Napsu Karmitsa, Sona Taheri, Kaisa Joki, Pauliina Mäkinen, Adil M. Bagirov, Marko M. Mäkelä
(D4 Published development or research report or study ) - Introduction. In: Bagirov A., Gaudioso M., Karmitsa N., Mäkelä M., Taheri S. (eds) Numerical Nonsmooth Optimization: State of the Art Algorithms (2020) Numerical Nonsmooth Optimization: State of the Art Algorithms Bagirov A.M., Gaudioso M., Karmitsa N., Mäkelä M.M., Taheri S.
(B2 Non-refereed book chapter or chapter in a compilation book) - Multiobjective Mixed Integer Nonlinear Model to Plan the Schedule for the Final Disposal of the Spent Nuclear Fuel in Finland (2020)
- Mathematics
(A1 Refereed original research article in a scientific journal) - New Multiobjective Proximal Bundle Method with Scaled Improvement Function (2020) Numerical Nonsmooth Optimization: State of the Art Algorithms Mäkelä M.M., Montonen O.
(A3 Refereed book chapter or chapter in a compilation book) - Not just the facts: an index for measuring the information density of political communication (2020)
- Quality and Quantity
(A1 Refereed original research article in a scientific journal) - Numerical Nonsmooth Optimization: State of the Art Algorithms (2020) Adil M. Bagirov, Manlio Gaudioso, Napsu Karmitsa, Marko M. Mäkelä, Sona Taheri
(C2 Editorial work for a scientific compilation book) - On Mixed Integer Nonsmooth Optimization (2020) Numerical Nonsmooth Optimization: State of the Art Algorithms Eronen VP., Westerlund T., Mäkelä M.M.
(A3 Refereed book chapter or chapter in a compilation book)
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