Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

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Compound data stream classification methods based on unsupervised and active learning

2013/09/B/ST6/02264

Keywords:

classification data streams data stream classification concept drift combined classifiier active learning unsupervised learning

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Politechnika Wrocławska, Wydział Elektroniki

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Michał Woźniak 

Number of co-investigators in the project: 11

Call: OPUS 5 - announced on 2013-03-15

Amount awarded: 669 292 PLN

Project start date (Y-m-d): 2014-03-12

Project end date (Y-m-d): 2017-03-11

Project duration:: 36 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (33)
  • Articles in post-conference publications (53)
  • Book publications / chapters in book publications (4)
  1. A survey on Data Preprocessing for Data Stream Mining: Current status and future directions
    Authors:
    Sergio Ramirez-Gallegoa , Bartosz Krawczyk, Salvador Garcia, Michal Wozniak, Francisco Herrera
    Academic press:
    Neurocomputing (rok: 2017, tom: 239, strony: 39-57), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2017.01.078 - link to the publication
  2. Adaptive Splitting and Selection Algorithm for Regression
    Authors:
    Konrad Jackowski
    Academic press:
    New Generation Computing (rok: 2015, tom: 4(33), strony: 425-448), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s00354-015-0405-1 - link to the publication
  3. Fault diagnosis of marine 4-stroke diesel engines using a one-vs-one extreme learning ensemble
    Authors:
    Jerzy Kowalski, Bartosz Krawczyk,Michał Woźniak
    Academic press:
    Engineering Applications of Artificial Intelligence (rok: 2017, tom: 57, strony: 134-141), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.015 - link to the publication
  4. Feature projection k-NN classifier model for imbalanced and incomplete medical data
    Authors:
    Porwik P., Orczyk T., Lewandowski M., Cholewa M.
    Academic press:
    Biocybernetics and Biomedical Engineering (rok: 2016, tom: 36, strony: 644–656), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.bbe.2016.08.002 - link to the publication
  5. Data Stream Classification Using Classifier Ensemble
    Authors:
    Michał Woźniak, Andrzej Kasprzak
    Academic press:
    Schedae Informaticae (rok: 2014, tom: Volume 23, strony: 21–32), Wydawca: Uniwersytet Jagielloński
    Status:
    Published
    DOI:
    10.4467/20838476SI.14.002.3019 - link to the publication
  6. Ensemble of Extreme Learning Machines with Trained Classifier Combination and Statistical Features for Hyperspectral Data
    Authors:
    Paweł Ksieniewicz, Bartosz Krawczyk, Michał Woźniak
    Academic press:
    Neurocomputing (rok: 2018, tom: 271, strony: 28-37), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2016.04.076 - link to the publication
  7. Evolutionary Undersampling Boosting for Imbalanced Classification of Breast Cancer Malignancy
    Authors:
    Bartosz Krawczyk, Mikel Galar, Łukasz Jeleń, Francisco Herrera
    Academic press:
    Applied Soft Computing (rok: 2016, tom: 38, strony: 714–726), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.asoc.2015.08.060 - link to the publication
  8. Fuzzy approach for intrusion detection based on user's commands
    Authors:
    Kudlacik P., Porwik P., Wesołowski T.
    Academic press:
    Soft Computing (rok: 2016, tom: 7(20), strony: 2705-2719), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s00500-015-1669-6 - link to the publication
  9. Incremental Weighted One-Class Classifier for Mining Stationary Data Streams
    Authors:
    Krawczyk Bartosz, Woźniak Michał
    Academic press:
    Journal of Computational Science (rok: 2015, tom: 9, strony: 19–25), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.jocs.2015.04.024 - link to the publication
  10. On the Influence of Class Noise in Medical Data Classification: Treatment Using Noise Filtering Methods
    Authors:
    José A. Sáez, Bartosz Krawczyk & Michał Woźniak
    Academic press:
    An International Journal of Artificial Intelligence (rok: 2016, tom: 6(30), strony: 590-609), Wydawca: Taylor&Francis
    Status:
    Published
    DOI:
    10.1080/08839514.2016.1193719 - link to the publication
  11. One-class classifiers with incremental learning and forgetting for data streams with concept drift
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Academic press:
    Spft Computing (rok: 2014, tom: nieznany, strony: 45305), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s00500-014-1492-5 - link to the publication
  12. A Survey of Big Data Issues in Electronic Health Record Analysis
    Authors:
    Bogusław Cyganek, Manuel Graña, Bartosz Krawczyk, Andrzej Kasprzak, Piotr Porwik, Krzysztof Walkowiak & Michał Woźniak
    Academic press:
    An International Journal of Applied Artificial Intelligence (rok: 2016, tom: 6(30), strony: 497-520), Wydawca: Taylor&Francis
    Status:
    Published
    DOI:
    10.1080/08839514.2016.1193714 - link to the publication
  13. Active and Adaptive Ensemble Learning for Online Activity Recognition from Data Streams
    Authors:
    Bartosz Krawczyk
    Academic press:
    Knowledge-Based Systems (rok: 2017, tom: 138, strony: 69-78), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.knosys.2017.09.032 - link to the publication
  14. Automatic segmentation of brain tumors using tensor analysis and multimodal MRI
    Authors:
    Jackowski Konrad, Manhaes-Savio Alexandre, Cyganek Bogusław
    Academic press:
    Journal of Medical Informatics & Technologies (rok: 2015, tom: 24,, strony: 165-172), Wydawca: Uniwersytet Śląski
    Status:
    Published
    DOI:
    brak - link to the publication
  15. Electronic Health Record Security Based on Ensemble Classification of Keystroke Dynamics
    Authors:
    Tomasz Emanuel Wesołowski, Piotr Porwik & Rafal Doroz
    Academic press:
    An International Journal of Applied Artificial Intelligence (rok: 2016, tom: 6(30), strony: 521-540), Wydawca: Taylor&Francis
    Status:
    Published
    DOI:
    10.1080/08839514.2016.1193715 - link to the publication
  16. PERSON VERIFICATION BASED ON KEYSTROKE DYNAMICS
    Authors:
    Rafal DOROZ, Piotr PORWIK, Hossein SAFAVERDI
    Academic press:
    JOURNAL OF MEDICAL INFORMATICS & TECHNOLOGIES (rok: 2015, tom: 24, strony: 39-44), Wydawca: University of Silesia, Institute of Informatics - Department of Computer Systems
    Status:
    Published
    DOI:
    brak - link to the publication
  17. Paired feature multilayer ensemble – concept and evaluation of a classifier
    Authors:
    Paweł Ksieniewicz, Manuel Grana, Michał Woźniak
    Academic press:
    Journal of Intelligent & Fuzzy Systems (rok: 2017, tom: 32, strony: 1427–1436), Wydawca: IOS Press
    Status:
    Published
    DOI:
    10.3233/JIFS-169139 - link to the publication
  18. Signatures verification based on PNN classifier optimised by PSO algorithm
    Authors:
    Porwik P., Doroz R., Orczyk T.
    Academic press:
    Pattern Recognition (rok: 2016, tom: 60, strony: 998–1014), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.patcog.2016.06.032 - link to the publication
  19. Untrained weighted classifier combination with embedded ensemble pruning
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Academic press:
    Neurocomputing (rok: 2016, tom: 196, strony: 14-22), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2016.02.040 - link to the publication
  20. Analyzing the oversampling of different classes and types of examples in multi-class imbalanced datasets
    Authors:
    José A.Sáez, Bartosz Krawczyk, Michał Woźniak
    Academic press:
    Pattern Recognition (rok: 2016, tom: 57, strony: 164-178), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.patcog.2016.03.012 - link to the publication
  21. Dimensionality, reduction, and function approximation of poly(lactic-co-glycolic acid) micro- and nanoparticle dissolution rate
    Authors:
    Varum Kumar Ojha, Konrad Jackowski, Ajith Abraham, Vaclav Snasel
    Academic press:
    International Journal of Nanomedicine (rok: 2015, tom: 10, strony: 1119-1129), Wydawca: Dove Press
    Status:
    Published
    DOI:
    10.2147/IJN.S71847 - link to the publication
  22. Dynamic signature verification method based on association of features with similarity measures
    Authors:
    Doroz R., Porwik P., Orczyk T.
    Academic press:
    Neurocomputing (rok: 2015, tom: 171, strony: 921–931), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2015.07.026 - link to the publication
  23. HANDLING CLASS LABEL NOISE IN MEDICAL PATTERN CLASSIFICATION SYSTEMS
    Authors:
    Saez Jose A. , Krawczyk Bartosz, Woźniak Michał
    Academic press:
    Journal of Medical Informatics & Technologies (rok: 2015, tom: 24, strony: 123-130), Wydawca: Uniwersytet Śląski
    Status:
    Published
    DOI:
    brak - link to the publication
  24. Medical Diagnosis Support System Based on the Ensemble of Single-Parameter Classifiers
    Authors:
    Orczyk Tomasz, Porwik Piotr, Bernaś Marcin
    Academic press:
    Journal of Medical Informatics&Technologies (rok: 2014, tom: Vol. 23, strony: 2173-179), Wydawca: University of Silesia, Institute of Informatics - Department of Computer Systems
    Status:
    Published
    DOI:
    brak - link to the publication
  25. THE PROPOSAL OF CALCULATION CLASSIFIER WEIGHTS FOR AN ASSEMBLY OF CLASSIFIERS
    Authors:
    Burduk Robert
    Academic press:
    Journal of Medical Informatics&Technologies (rok: 2014, tom: vol. 23, strony: 181-186), Wydawca: University of Silesia, Institute of Informatics - Department of Computer Systems
    Status:
    Published
    DOI:
    brak - link to the publication
  26. The k-NN classifier and self-adaptive Hotelling data reduction technique in handwritten signatures recognition
    Authors:
    Piotr Porwik, Rafal Doroz, Tomasz Orczyk
    Academic press:
    Patern Analysis and Applications (rok: 2014, tom: nieznany, strony: 45310), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10044-014-0419-1 - link to the publication
  27. Two stage ensemble selection algorithm
    Authors:
    Paulina Baczyńska, Robert Burduk
    Academic press:
    Journal of Theoretical and Applied Computer Science (rok: 2015, tom: 1(9), strony: 45359), Wydawca: Polska Akademia Nauk Oddział w Gdańsku, Komisja Informatyki
    Status:
    Published
    DOI:
    brak - link to the publication
  28. A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation
    Authors:
    Ksieniewicz Paweł, Jankowski Dariusz, Ayerdi Borja, Jackowski Konrad, Wozniak Michał, Grana Manuel
    Academic press:
    Logic Jnl IGPL (rok: 2014, tom: nieznany, strony: 45307), Wydawca: Oxford Journals
    Status:
    Published
    DOI:
    10.1093/jigpal/jzu045 - link to the publication
  29. A hybrid cost-sensitive ensemble for imbalanced breast thermogram classification
    Authors:
    Bartosz Krawczyk, Gerald Schafer, Michał Woźniak
    Academic press:
    Artificial Intelligence in Medicine (rok: 2015, tom: 3(65), strony: 219-227), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.artmed.2015.07.005 - link to the publication
  30. Dynamical ensemble selection – experimental analysis on homogenous pool of classifiers
    Authors:
    Paulina Baczyńska, Robert Burduk
    Academic press:
    Journal of Medical Informatics and Technologies (rok: 2015, tom: 24, strony: 107-112), Wydawca: Uniwersytet Śląski w Katowicach
    Status:
    Published
    DOI:
    brak - link to the publication
  31. Ensemble learning for data stream analysis: a survey
    Authors:
    Bartosz Krawczyk, Leandro L. Minku, Joao Gama, Jerzy Stefanowski, Michal Wozniak
    Academic press:
    Information Fusion (rok: 2017, tom: 37, strony: 132-156), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.inffus.2017.02.004 - link to the publication
  32. Ensemble of Single-Parameter Classifiers in Liver Fibrosis Stage Recognition
    Authors:
    Orczyk T., Porwik P. Musialik J.
    Academic press:
    Journal of Medical Imaging and Health Informatics (rok: 2015, tom: 6(5), strony: 1201–1286), Wydawca: American Scientific Publishers
    Status:
    Published
    DOI:
    10.1166/jmihi.2015.1529 - link to the publication
  33. Nearest Neighbor Classification for High-Speed Big Data Streams Using Spark
    Authors:
    Sergio Ramirez-Gallego, Bartosz Krawczyk, Salvador Garcia, Michał Wozniak, Jose Manuel Benitez, and Francisco Herrera
    Academic press:
    IEEE Transactions on Systems, Man, and Cybernetics: Systems (rok: 2017, tom: 10(47), strony: 2727 - 2739), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TSMC.2017.2700889 - link to the publication
  1. Combining Nearest Neighbour Classifiers Based on Small Subsamples for Big Data Analytics
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Conference:
    IEEE 2nd International Conference on Cybernetics (CYBCONF) 2015 (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 24-26 czerwca 2015
    Status:
    Published
    DOI:
    link to the publication
  2. Ensemble of One-Dimensional Classifiers for Hyperspectral Image Analysis
    Authors:
    Paweł Ksieniewicz, Bartosz Krawczyk, Michał Woźniak
    Conference:
    International Conference on Data Mining and Big Data DMBD 2016 (rok: 2016, ), Wydawca: Springer LNCS 9741
    Data:
    konferencja 25-30 czerwca 2016
    Status:
    Published
  3. Homogeneous ensemble selection - experimental studies
    Authors:
    Robert Burduk, Paulina Heda
    Conference:
    20th International Conference on Advanced Computer Systems (rok: 2017, ), Wydawca: Springer, Advances in Intelligent Systems and Computing
    Data:
    konferencja 19-21 października 2016
    Status:
    Published
    DOI:
    link to the publication
  4. Hyperspectral Image Analysis Based on Color Channels and Ensemble Classifier
    Authors:
    Krawczyk Bartosz, Ksieniewicz Paweł, Woźniak Michał
    Conference:
    9th International Conference on Hybrid Artificial Intelligence Systems HAIS 2014 (rok: 2014, ), Wydawca: Springer, seria Lecture Notes in Computer Science. Lecture Notes in Artificial Intelligence, ISSN 0302-9743 ; vol. 8480
    Data:
    konferencja 11-13.07.2014
    Status:
    Published
    DOI:
    link to the publication
  5. Investigation of the Impact of Missing Value Imputation Methods on the k-NN Classification Accuracy
    Authors:
    Tomasz Orczyk , Piotr Porwik
    Conference:
    7th International Conference on Computational Collective Intelligence ICCCI 2015 (rok: 2015, ), Wydawca: Springer, Lecture Notes in Computer Science vo. 9330
    Data:
    konferencja 21-23 września 2015
    Status:
    Published
  6. Tackling Label Noise with Multi-Class Decomposition using Fuzzy One-Class Support Vector Machines
    Authors:
    Bartosz Krawczyk, Jose A. Saez, Michał Woźniak
    Conference:
    2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 24-29 lipca 2016
    Status:
    Published
    DOI:
    link to the publication
  7. The New Multilayer Ensemble Classifier for Verifying Users Based on Keystroke Dynamics
    Authors:
    Rafal Doroz , Piotr Porwik, Hossein Safaverdi
    Conference:
    7th International Conference on Computational Collective Intelligence ICCCI 2015 (rok: 2015, ), Wydawca: Springer, Lecture Notes in Computer Science vo. 9330
    Data:
    konferencja 21-23 września 2015
    Status:
    Published
  8. An Increment Decision Tree Algorithm for Streamed Data
    Authors:
    Dariusz Jankowski, Konrad Jackowski
    Conference:
    IEEE Trustcom/BigDataSE/ISPA 2015 (rok: 2015, ), Wydawca: IEEE (vol. 2)
    Data:
    konferencja 20-22 sierpnia 2015
    Status:
    Published
    DOI:
    link to the publication
  9. An empirical insight into concept drift detectors ensemble strategies
    Authors:
    Andrzej Łapiński, Bartosz Krawczyk, Paweł Ksieniewicz, Michał Woźniak
    Conference:
    IEEE Congress on Evolutionary Computation (CEC) (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 8-13 lipca 2018
    Status:
    Published
    DOI:
    link to the publication
  10. Application of genetic algorithm and simulated annealing to ensemble classifier training on data streams
    Authors:
    Konrad Jackowski
    Conference:
    the 12th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC-2017) (rok: 2017, ), Wydawca: Springer, Lecture Notes on Data Engineering and Communications Technologies
    Data:
    konferencja 8-10 listopada 2017
    Status:
    Published
    DOI:
    link to the publication
  11. Artificial Photoreceptors for Ensemble Classification of Hyperspectral ImagesArtificial Photoreceptors for Ensemble Classification of Hyperspectral Images
    Authors:
    Paweł Ksieniewicz, Michał Woźniak
    Conference:
    the 9th International Conference on Computer Recognition Systems CORES 2015 (rok: 2015, ), Wydawca: Springer, AISC, vol. 403
    Data:
    konferencja 25-27 maja 2015
    Status:
    Published
  12. Discriminant Function Selection in Binary Classification Task
    Authors:
    Robert Burduk
    Conference:
    the 9th International Conference on Computer Recognition Systems CORES 2015 (rok: 2015, ), Wydawca: Springer, AISC, vol. 403
    Data:
    konferencja 25-27 maja 2015
    Status:
    Published
  13. Ensembles of Heteregenous Concept Drift Detectors - Experimental Study
    Authors:
    Michał Woźniak, Paweł Ksieniewicz, Bogusław Cyganek, Krzystof Walkowiak
    Conference:
    the 15th International Conference on Computer Information Systems and Industrial Management Applications CISIM 2016 (rok: 2016, ), Wydawca: Springer, seria LNCS vol. 9842
    Data:
    konferencja 14-16 września 2016
    Status:
    Published
  14. Evolutionary cost-sensitive ensemble for malware detection
    Authors:
    Krawczyk Bartosz, Woźniak Michał
    Conference:
    International Joint Conference SOCO'14-CISIS'14-ICEUTE'14 (rok: 2014, ), Wydawca: Springer, seria Advances in Intelligent Systems and Computing Volume 299
    Data:
    konferencja 25-27.06.2014
    Status:
    Published
    DOI:
    link to the publication
  15. Exploiting data parallelism for efficient classification of multi-dimensional patterns
    Authors:
    Bogusław Cyganek*brak afiliacji autora do jednostki PWr, Michał Woźniak
    Conference:
    International Conference on Computational Science and Computational Intelligence, CSCI 2016 (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 15-17 grudnia 2016
    Status:
    Published
    DOI:
    link to the publication
  16. Fast case-based reasoning for large-scale streaming classification
    Authors:
    S. Ramírez-Gallego, Bartosz Krawczyk, S. García, Michał Woźniak, Jose Manuel. Benitez, Francisco Herrera
    Conference:
    8th International Conference of Pattern Recognition Systems (ICPRS 2017) (rok: 2017, ), Wydawca: IET
    Data:
    konferencja 11-13 lipca 2017
    Status:
    Published
    DOI:
    link to the publication
  17. Forming Classifier Ensembles with Deterministic Feature Subspaces
    Authors:
    Michał Koziarski, Bartosz Krawczyk, Michał Woźniak
    Conference:
    Federated Conference on Computer Science and Information Systems 2016 (rok: 2016, ), Wydawca: Polish Information Processing Society
    Data:
    konferencja 11-14 września 2016
    Status:
    Published
  18. Imbalance medical data classification using Exposer Classifier Ensemble
    Authors:
    Paweł Ksieniewicz, Michał Woźniak
    Conference:
    the 4th Workshop on Machine Learning in Life Science (during ECML 2016) (rok: 2016, ), Wydawca: Politechnika Wrocławska, ENGINE Center
    Data:
    konferencja 23 września 2016
    Status:
    Published
  19. Liver fibrosis diagnosis support system using machine learning methods
    Authors:
    Orczyk T., Porwik P.
    Conference:
    2nd International Doctoral Symposium on Applied Computation and Security Systems. ACCS 2015 (rok: 2015, ), Wydawca: Springer, AISC, vol. 395
    Data:
    konferencja 23-25 maja 2015
    Status:
    Published
  20. Pruning Ensembles with Cost Constraints
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Conference:
    7th Asian Conferenceon Intelligent Information and Database Systems ACIIDS 2015 (rok: 2015, ), Wydawca: Springer seria Lecture Notes in Computer Sciences, vol. 9011
    Data:
    konferencja 23-25 marca 2015
    Status:
    Published
  21. Real-Time Eye Detection and Tracking in the Near-Infrared Video for Drivers' Drowsiness Control
    Authors:
    Bogusław Cyganek
    Conference:
    the 9th International Conference on Computer Recognition Systems CORES 2015 (rok: 2015, ), Wydawca: Springer, AISC, vol. 403
    Data:
    konferencja 25-27 maja 2015
    Status:
    Published
  22. Selected aspects of electronic health record analysis from the big data perspective
    Authors:
    Bogusław Cyganek, Manuel Grana, Andrzej Kasprzak, Krzysztof Walkowiak, Michal Woźniak
    Conference:
    IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2015 (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 9-12 listopada 2015
    Status:
    Published
    DOI:
    link to the publication
  23. Static Classifier Selection with Interval Weights of Base Classifiers
    Authors:
    Robert Burduk, Krzysztof Walkowiak
    Conference:
    7th Asian Conferenceon Intelligent Information and Database Systems ACIIDS 2015 (rok: 2015, ), Wydawca: Springer seria Lecture Notes in Computer Sciences, vol. 9011
    Data:
    konferencja 23-25 marca 2015
    Status:
    Published
  24. Tensor Based Representation and Analysis of the Electronic Healthcare Record Data
    Authors:
    Bogusław Cyganek, Michał Woźniak
    Conference:
    IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2015 (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 9-12 listopada 2015
    Status:
    Published
    DOI:
    link to the publication
  25. A First Attempt on Online Data Stream Classifier Using Context
    Authors:
    Michał Woźniak, Bogusław Cyganek
    Conference:
    International Conference on Data Mining and Big Data DMBD 2016 (rok: 2016, ), Wydawca: Springer, LNCS 9714
    Data:
    konferencja 25-30 czerwca 2016
    Status:
    Published
  26. A novel simulated annealing based training algorithm for data stream processing ensemble classifier
    Authors:
    Konrad Jackowski
    Conference:
    International Conference on Computer Recognition Systems, CORES 2017 (rok: 2018, ), Wydawca: Springer, Advances in Intelligent Systems and Computing
    Data:
    konferencja 22-24 maja 2017
    Status:
    Published
    DOI:
    link to the publication
  27. Active Learning Classification of Drifted Streaming Data
    Authors:
    Michał Woźniak, Paweł Ksieniewicz, Bogusław Cyganek, Andrzej Kasprzak, Krzysztof Walkowiak
    Conference:
    International Conference on Computational Science 2016, ICCS 2016 (rok: 2016, ), Wydawca: Elsevier, Procedia Computer Science, vol. 80
    Data:
    konferencja 6-8 czerwca 2016
    Status:
    Published
    DOI:
    link to the publication
  28. Combining One-vs-One Decomposition and Ensemble Learning for Multi-class Imbalanced Data
    Authors:
    Bartosz Krawczyk
    Conference:
    the 9th International Conference on Computer Recognition Systems CORES 2015 (rok: 2015, ), Wydawca: Springer, AISC, vol. 403
    Data:
    konferencja 25-27 maja 2015
    Status:
    Published
  29. Cost-Sensitive Neural Network with ROC-Based Moving Threshold for Imbalanced Classification
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Conference:
    Intelligent Data Engineering and Automated Learning – IDEAL 2015 (rok: 2015, ), Wydawca: Springer, Lecture Notes in Computer Science vol. 9375
    Data:
    konferencja 14-16 października 2015
    Status:
    Published
  30. Ensemble Selection Based on Discriminant Functions in Binary Classification Task
    Authors:
    Paulina Baczyńska, Robert Burduk
    Conference:
    Intelligent Data Engineering and Automated Learning – IDEAL 2015 (rok: 2015, ), Wydawca: Springer, Lecture Notes in Computer Science vol. 9375
    Data:
    konferencja 114-16 października 2015
    Status:
    Published
  31. Ensemble of HOSVD Generated Tensor Subspace Classifiers with Optimal Tensor Flattening Directions
    Authors:
    Bogusław Cyganek, Michał Woźniak, Dariusz Jankowski
    Conference:
    International Conference on Hybrid Artificial Intelligence Systems HAIS 2016 (rok: 2016, ), Wydawca: Springer, LNCS vol. 9648
    Data:
    konferencja 18-20 kwietnia 2016
    Status:
    Published
  32. Ensembles of heterogeneous concept drift detectors - experimental study.
    Authors:
    Michał Woźniak, Paweł Ksieniewicz, Bogusław Cyganek, Krzysztof Walkowiak
    Conference:
    15th IFIP TC8 International Conference on Computer information systems and industrial management, CISIM 2016 (rok: 2016, ), Wydawca: Springer, LNCS vol. 9842
    Data:
    konferencja 14-16 września 2016
    Status:
    Published
    DOI:
    link to the publication
  33. GPU-Accelerated Extreme Learning Machines for Imbalanced Data Streams with Concept Drift
    Authors:
    Bartosz Krawczyk
    Conference:
    International Conference on Computational Science 2016, ICCS 2016 (rok: 2016, ), Wydawca: Elsevier, Procedia Computer Science,vol.80
    Data:
    konferencja 6-8 czerwca 2016
    Status:
    Published
    DOI:
    link to the publication
  34. Handling Label Noise in Microarray Classification with One-Class Classifier Ensemble
    Authors:
    Krawczyk Bartosz, Woźniak Michał
    Conference:
    ICT innovations 2014 (rok: 2014, ), Wydawca: Springer, seria Advances in Intelligent Systems and Computing, ISSN 2194-5357 ; vol. 311
    Data:
    konferencja 9-12.09.2014
    Status:
    Published
    DOI:
    link to the publication
  35. Hybrid Optimization Method Applied to Adaptive Splitting and Selection Algorithm
    Authors:
    Pedro Lopez-Garcia, Michał Woźniak, Enrique Onieva, Asier Perallos
    Conference:
    International Conference on Hybrid Artificial Intelligence Systems HAIS 2016 (rok: 2016, ), Wydawca: Springer, LNCS vol. 9648
    Data:
    konferencja 18-20 kwietnia 2016
    Status:
    Published
  36. Learning Decision Trees from Data Streams with Concept Drift
    Authors:
    Dariusz Jankowski, Konrad Jackowski, Bogusław Cyganek
    Conference:
    ICCS 2016. The International Conference on Computational Science (rok: 2016, ), Wydawca: Elsevier, Procedia Computer Science Volume 80
    Data:
    konferencja 6-8 czerwca 2016
    Status:
    Published
    DOI:
    link to the publication
  37. Migraine Diagnosis Support System Based On Classifier Ensemble
    Authors:
    Konrad Jackowski, Dariusz Jankowski, Dragan Simić, Svetlana Simić
    Conference:
    ICT Innovations 2014 (rok: 2014, ), Wydawca: Springer, seria Advances in Intelligent Systems and Computing, ISSN 2194-5357 ; vol. 311
    Data:
    konferencja 11-13.07.2014
    Status:
    Published
    DOI:
    link to the publication
  38. Reacting to Different Types of Concept Drift with Adaptive and Incremental One-Class Classifiers
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Conference:
    IEEE 2nd International Conference on Cybernetics (CYBCONF) 2015 (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 24-26 czerwca 2015
    Status:
    Published
    DOI:
    link to the publication
  39. Untrained Method for Ensemble Pruning and Weighted Combination
    Authors:
    Krawczyk Bartosz, Woźniak Michał
    Conference:
    11th International Symposium on Neural Networks, ISNN 2014 (rok: 2014, ), Wydawca: Springer, seria Lecture Notes in Computer Science, ISSN 0302-9743 ; vol. 8866
    Data:
    konferencja 28.11-1.12.2014
    Status:
    Published
    DOI:
    link to the publication
  40. Active Learning Classifier for Streaming Data
    Authors:
    Michał Woźniak, Bogusław Cyganek, Andrzej Kasprzak, Paweł Ksieniewicz, Krzysztof Walkowiak
    Conference:
    International Conference on Hybrid Artificial Intelligence Systems HAIS 2016 (rok: 2016, ), Wydawca: Springer, LNCS vol. 9648
    Data:
    konferencja 18-20 kwietnia 2016
    Status:
    Published
  41. Adaptive splitting and selection ensemble for breast cancer malignancy grading
    Authors:
    Krawczyk Bartosz, Jeleń Łukasz, Woźniak Michał
    Conference:
    Symposium Series on Computational Intelligence IEEE SSCI 2014 : 2014 IEEE Symposium on Computational Intelligence in Healthcare and e-health, CICARE 2014 (rok: 2014, ), Wydawca: IEEE
    Data:
    konferencja 9-12.12.2014
    Status:
    Published
    DOI:
    link to the publication
  42. Blurred labeling segmentation algorithm for hyperspectral images
    Authors:
    Paweł Ksieniewicz, Manuel Grana, Michał Woźniak
    Conference:
    7th International Conference on Computational Collective Intelligence ICCCI 2015 (rok: 2015, ), Wydawca: Springer, Lecture Notes in Computer Science vo. 9330
    Data:
    konferencja 21-23 września 2015
    Status:
    Published
  43. Data Classification with Ensembles of One-Class Support Vector Machines and Sparse Nonnegative Matrix Factorization
    Authors:
    Bogusław Cyganek, Bartosz Krawczyk
    Conference:
    7th Asian Conferenceon Intelligent Information and Database Systems ACIIDS 2015 (rok: 2015, ), Wydawca: Springer seria Lecture Notes in Computer Sciences, vol. 9011
    Data:
    konferencja 23-25 marca 2015
    Status:
    Published
  44. Mining Imbalanced Medical Streams for Automated Fetal State Assesment
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Conference:
    the 4th Workshop on Machine Learning in Life Science (during ECML 2016) (rok: 2016, ), Wydawca: Politechnika Wrocławska, ENGINE Center
    Data:
    konferencja 23 września 2016
    Status:
    Published
  45. Modelling Dental Milling Process with Machine Learning Based Regression Algorithms
    Authors:
    Konrad Jackowski, Dariusz Jankowski, Héctor Quintián, Emilio Corchado, and Michal Wozniak
    Conference:
    the 9th International Conference on Computer Recognition Systems CORES 2015 (rok: 2015, ), Wydawca: Springer, AISC, vol. 403
    Data:
    konferencja 25-27 maja 2015
    Status:
    Published
  46. Online Query by Committee for Active Learning from Drifting Data Streams
    Authors:
    Bartosz Krawczyk, Michal Wozniak
    Conference:
    International Join Conference on Neural Networks IJCNN 2017 (rok: 2017, ), Wydawca: IEEE
    Data:
    konferencja 14-19 maja 2017
    Status:
    Published
    DOI:
    link to the publication
  47. Weighted Naıve Bayes Classifier with Forgetting for Drifting Data Streams
    Authors:
    Bartosz Krawczyk,Michał Woźniak
    Conference:
    IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2015 (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 9-12 października 2015
    Status:
    Published
    DOI:
    link to the publication
  48. Clustering-Based Ensemble of One-Class Classifiers for Hyperspectral Image Segmentation
    Authors:
    Krawczyk Bartosz, Woźniak Michał, Cyganek Bogusław
    Conference:
    9th International Conference on Hybrid Artificial Intelligence Systems HAIS 2014 (rok: 2014, ), Wydawca: Springer, seria Lecture Notes in Computer Science. Lecture Notes in Artificial Intelligence, ISSN 0302-9743 ; vol. 8480
    Data:
    konferencja 11-13.07.2014
    Status:
    Published
    DOI:
    link to the publication
  49. Combining active learning with concept drift detection for data stream mining
    Authors:
    Bartosz Krawczyk, Bernhard Pfahringer, Michał Woźniak
    Conference:
    2018 IEEE International Conference on Big Data (rok: 2018, ), Wydawca: IEEE
    Data:
    konferencja 10-13 grudnia 2018
    Status:
    Published
    DOI:
    link to the publication
  50. Dynamic ensemble selection using discriminant functions and normalization between class labels - approach to binary classification
    Authors:
    Robert Burduk, Paulina Heda
    Conference:
    15th International Conference on Artificial intelligence and soft computing ICAISC 2016 (rok: 2016, ), Wydawca: Springer, LNCS vol. 9692
    Data:
    konferencja 12-16 czerwca 2016
    Status:
    Published
    DOI:
    link to the publication
  51. Experiments on Simultaneous Combination Rule Training and Ensemble Pruning Algorithm
    Authors:
    Krawczyk Bartosz, Woźniak Michał
    Conference:
    Symposium Series on Computational Intelligence IEEE SSCI 2014 : 2014 IEEE Symposium on Computational Intelligence in Ensemble Learning, CIEL 2014 (rok: 2014, ), Wydawca: IEEE
    Data:
    konferencja 9-12.12.2014
    Status:
    Published
    DOI:
    link to the publication
  52. New untrained aggregation methods for classifier combination
    Authors:
    Krawczyk Bartosz, Woźniak Michał
    Conference:
    2014 World Congress on Computational Intelligence : 2014 International Joint Conference on Neural Networks (IJCNN) (rok: 2014, ), Wydawca: IEEE
    Data:
    konferencja 6-11.07.2014
    Status:
    Published
    DOI:
    link to the publication
  53. Drift Detection Algorithm Using the Discriminant Function of the Base Classifiers
    Authors:
    Robert Burduk
    Conference:
    10th International Conference on Computer Recognition Systems CORES 2017 (rok: 2017, ), Wydawca: Springer
    Data:
    konferencja 22-24.05.2017
    Status:
    Accepted for publication
  1. A First Attempt to Construct Effective Concept Drift Detector Ensembles
    Authors:
    Michał Woźniak, Paweł Ksieniewicz, Andrzej Kasprzak, Karol Puchała, and Przemysław Ryba
    Book:
    Image Processing and Communications Challenges 8 (rok: 2017, tom: 525, strony: 27-34), Wydawca: Springer, AISC
    Status:
    Published
  2. Active Learning Algorithm Using the Discrimination Function of the Base Classifiers
    Authors:
    Robert Burduk
    Book:
    Image Processing and Communications Challenges 8 (rok: 2016, tom: 525, strony: 120-127), Wydawca: Springer, AISC
    Status:
    Published
  3. Classifier selection uses decision profiles in binary classification task
    Authors:
    Paulina BaczyńskaRobert Burduk
    Book:
    Image Processing and Communications Challenges 7 (rok: 2016, tom: 389, strony: 45361), Wydawca: Springer, AISC
    Status:
    Published
  4. Method of static classifier selection using the weights of base classifiers
    Authors:
    Robert Burduk
    Book:
    Soft Computing in Computer and Information Science (rok: 2015, tom: 342, strony: 85-94), Wydawca: Springer series Advances in Intelligent Systems and Computing
    Status:
    Published

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