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Napsu Karmitsa
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2020 – today
- 2023
- [j22]Manlio Gaudioso, Sona Taheri, Adil M. Bagirov, Napsu Karmitsa:
Bundle Enrichment Method for Nonsmooth Difference of Convex Programming Problems. Algorithms 16(8): 394 (2023) - [j21]Napsu Karmitsa, Sona Taheri, Kaisa Joki, Pauliina Paasivirta, Adil M. Bagirov, Marko M. Mäkelä:
Nonsmooth Optimization-Based Hyperparameter-Free Neural Networks for Large-Scale Regression. Algorithms 16(9): 444 (2023) - 2022
- [j20]Adil M. Bagirov, Sona Taheri, Napsu Karmitsa, Nargiz Sultanova, Soodabeh Asadi:
Robust piecewise linear L1-regression via nonsmooth DC optimization. Optim. Methods Softw. 37(4): 1289-1309 (2022) - [j19]Napsu Karmitsa, Sona Taheri, Adil M. Bagirov, Pauliina Mäkinen:
Missing Value Imputation via Clusterwise Linear Regression. IEEE Trans. Knowl. Data Eng. 34(4): 1889-1901 (2022) - 2021
- [j18]Adil M. Bagirov, Sona Taheri, Kaisa Joki, Napsu Karmitsa, Marko M. Mäkelä:
Aggregate subgradient method for nonsmooth DC optimization. Optim. Lett. 15(1): 83-96 (2021) - 2020
- [j17]Napsu Karmitsa, Sona Taheri:
Special Issue "Nonsmooth Optimization in Honor of the 60th Birthday of Adil M. Bagirov": Foreword by Guest Editors. Algorithms 13(11): 282 (2020) - [j16]Kaisa Joki, Adil M. Bagirov, Napsu Karmitsa, Marko M. Mäkelä, Sona Taheri:
Clusterwise support vector linear regression. Eur. J. Oper. Res. 287(1): 19-35 (2020)
2010 – 2019
- 2019
- [j15]Napsu Karmitsa, Manlio Gaudioso, Kaisa Joki:
Diagonal bundle method with convex and concave updates for large-scale nonconvex and nonsmooth optimization. Optim. Methods Softw. 34(2): 363-382 (2019) - 2018
- [j14]Napsu Karmitsa, Adil M. Bagirov, Sona Taheri:
Clustering in large data sets with the limited memory bundle method. Pattern Recognit. 83: 245-259 (2018) - [j13]Kaisa Joki, Adil M. Bagirov, Napsu Karmitsa, Marko M. Mäkelä, Sona Taheri:
Double Bundle Method for finding Clarke Stationary Points in Nonsmooth DC Programming. SIAM J. Optim. 28(2): 1892-1919 (2018) - 2017
- [j12]Napsu Karmitsa, Adil M. Bagirov, Sona Taheri:
New diagonal bundle method for clustering problems in large data sets. Eur. J. Oper. Res. 263(2): 367-379 (2017) - [j11]Kaisa Joki, Adil M. Bagirov, Napsu Karmitsa, Marko M. Mäkelä:
A proximal bundle method for nonsmooth DC optimization utilizing nonconvex cutting planes. J. Glob. Optim. 68(3): 501-535 (2017) - [j10]Ville-Pekka Eronen, Jan Kronqvist, Tapio Westerlund, Marko M. Mäkelä, Napsu Karmitsa:
Method for solving generalized convex nonsmooth mixed-integer nonlinear programming problems. J. Glob. Optim. 69(2): 443-459 (2017) - 2016
- [j9]Napsu Karmitsa:
Testing Different Nonsmooth Formulations of the Lennard-Jones Potential in Atomic Clustering Problems. J. Optim. Theory Appl. 171(1): 316-335 (2016) - 2015
- [j8]Napsu Karmitsa:
Diagonal Bundle Method for Nonsmooth Sparse Optimization. J. Optim. Theory Appl. 166(3): 889-905 (2015) - 2014
- [j7]Seppo Pulkkinen, Marko M. Mäkelä, Napsu Karmitsa:
A generative model and a generalized trust region Newton method for noise reduction. Comput. Optim. Appl. 57(1): 129-165 (2014) - 2013
- [j6]Seppo Pulkkinen, Marko M. Mäkelä, Napsu Karmitsa:
A continuation approach to mode-finding of multivariate Gaussian mixtures and kernel density estimates. J. Glob. Optim. 56(2): 459-487 (2013) - [j5]Adil M. Bagirov, L. Jin, Napsu Karmitsa, A. Al Nuaimat, Napsu Sultanova:
Subgradient Method for Nonconvex Nonsmooth Optimization. J. Optim. Theory Appl. 157(2): 416-435 (2013) - 2012
- [j4]N. M. S. Karmitsa, Adil M. Bagirov, Marko M. Mäkelä:
Comparing different nonsmooth minimization methods and software. Optim. Methods Softw. 27(1): 131-153 (2012) - 2011
- [j3]Napsu Karmitsa, Mario Tanaka Filho, José Herskovits:
Globally Convergent Cutting Plane Method for Nonconvex Nonsmooth Minimization. J. Optim. Theory Appl. 148(3): 528-549 (2011) - 2010
- [j2]Napsu Karmitsa, Marko M. Mäkelä:
Limited memory bundle method for large bound constrained nonsmooth optimization: convergence analysis. Optim. Methods Softw. 25(6): 895-916 (2010)
2000 – 2009
- 2008
- [j1]N. M. S. Karmitsa, Marko M. Mäkelä, M. M. Ali:
Limited memory interior point bundle method for large inequality constrained nonsmooth minimization. Appl. Math. Comput. 198(1): 382-400 (2008)
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