Michal Wozniak

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Bartosz KrawczykAssistant Professor of Computer Science, Virginia Commonwealth University, USAVerified email at vcu.edu
Emilio CorchadoAssociate Professor of Computer Science, Salamanca UniversityVerified email at usal.es
Manuel grañaUpv/ehuVerified email at si.ehu.es
Paweł KsieniewiczPhD, Wroclaw University of Science and TechnologyVerified email at pwr.edu.pl
Krzysztof WalkowiakWroclaw University of Science and Technology (Politechnika Wrocławska)Verified email at pwr.edu.pl
Francisco HerreraProfessor Computer Science and AI, Granada University, SpainVerified email at decsai.ugr.es
Michał KoziarskiAGH University of Science and TechnologyVerified email at agh.edu.pl
Pawel ZyblewskiPhD, Wroclaw University of Science and Technology (Politechnika Wrocławska)Verified email at pwr.edu.pl
Joao GamaProfessor, Faculty of Economics, University of Porto, and INESC TECVerified email at fep.up.pt
Ajith AbrahamMachine Intelligence Research Labs (MIR Labs)Verified email at ieee.org
José A. SáezDept. of Statistics and Operational Research, University of GranadaVerified email at ugr.es
Sergio Ramírez-GallegoPhD. Student Computer Science, University of GranadaVerified email at decsai.ugr.es
Jerzy StefanowskiPoznan University of TechnologyVerified email at cs.put.poznan.pl
Robert BurdukPolitechnika WrocławskaVerified email at pwr.edu.pl
Piotr PorwikUniversity of Silesia, Katowice, PolandVerified email at us.edu.pl
Rafal KozikDepartment of Telecommunication Systems in the Institute of Telecommunications at University of Technology and Life Sciences (UTVerified email at utp.edu.pl
Leandro MinkuAssociate Professor, University of BirminghamVerified email at bham.ac.uk
Jakub KlikowskiPhD, Wroclaw University of Science and TechnologyVerified email at pwr.edu.pl
Álvaro HerreroFull Professor, University of BurgosVerified email at ubu.es
Sebastian KulaVerified email at ukw.edu.pl

Michal Wozniak

Wroclaw University of Science and Technology (Politechnika Wrocławska)

Verified email at pwr.edu.pl - Homepage

Machine Learning Pattern Recognition Classifier Ensemble Data Stream Mining


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A survey of multiple classifier systems as hybrid systems M Woźniak, M Grana, E Corchado Information Fusion 16, 3-17, 2014	1005	2014
Ensemble learning for data stream analysis: A survey B Krawczyk, LL Minku, J Gama, J Stefanowski, M Woźniak Information Fusion 37, 132-156, 2017	739	2017
A survey on data preprocessing for data stream mining: Current status and future directions S Ramírez-Gallego, B Krawczyk, S García, M Woźniak, F Herrera Neurocomputing 239, 39-57, 2017	376	2017
Cost-sensitive decision tree ensembles for effective imbalanced classification B Krawczyk, M Woźniak, G Schaefer Applied Soft Computing 14, 554-562, 2014	310	2014
Analyzing the oversampling of different classes and types of examples in multi-class imbalanced datasets JA Sáez, B Krawczyk, M Woźniak Pattern Recognition 57, 164-178, 2016	188	2016
Clustering-based ensembles for one-class classification B Krawczyk, M Woźniak, B Cyganek Information sciences 264, 182-195, 2014	138	2014
One-class classifiers with incremental learning and forgetting for data streams with concept drift B Krawczyk, M Woźniak Soft Computing 19 (12), 3387-3400, 2015	86	2015
Radial-based oversampling for noisy imbalanced data classification M Koziarski, B Krawczyk, M Woźniak Neurocomputing 343, 19-33, 2019	81	2019
Soft computing methods applied to combination of one-class classifiers T Wilk, M Wozniak Neurocomputing 75 (1), 185-193, 2012	80	2012
Diversity measures for one-class classifier ensembles B Krawczyk, M Woźniak Neurocomputing 126, 36-44, 2014	79	2014
On the usefulness of one-class classifier ensembles for decomposition of multi-class problems B Krawczyk, M Woźniak, F Herrera Pattern Recognition 48 (12), 3969-3982, 2015	76	2015
Editorial: New trends and applications on hybrid artificial intelligence systems E Corchado, M Graña, M Wozniak Neurocomputing, 2011	72	2011
Nearest neighbor classification for high-speed big data streams using spark S Ramírez-Gallego, B Krawczyk, S García, M Woźniak, JM Benítez, ... IEEE Transactions on Systems, Man, and Cybernetics: Systems 47 (10), 2727-2739, 2017	69	2017
Hybrid classifiers: methods of data, knowledge, and classifier combination M Wozniak Springer, 2013	69	2013
A hybrid decision tree training method using data streams M Wozniak Knowledge and Information Systems, 1-13, 2010	69	2010
Optimization of multicast traffic in elastic optical networks with distance-adaptive transmission K Walkowiak, R Goścień, M Klinkowski, M Woźniak IEEE Communications Letters 18 (12), 2117-2120, 2014	63	2014
Dynamic ensemble selection for multi-class classification with one-class classifiers B Krawczyk, M Galar, M Woźniak, H Bustince, F Herrera Pattern Recognition 83, 34-51, 2018	62	2018
Concept Drift Detection and Model Selection with Simulated Recurrence and Ensembles of Statistical Detectors P Sobolewski, M Woźniak Journal of Universal Computer Science 19 (4), 462-483, 2013	59	2013
Combined classifier based on feature space partitioning M Woźniak, B Krawczyk International Journal of Applied Mathematics and Computer Science 22 (4 …, 2012	59	2012
Radial-based oversampling for multiclass imbalanced data classification B Krawczyk, M Koziarski, M Woźniak IEEE transactions on neural networks and learning systems 31 (8), 2818-2831, 2019	55	2019

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