Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

Delete all

Methods for combining one-class classifiers

2013/09/N/ST6/03504

Keywords:

machine learning one-class classification classifier ensemble pattern recognition

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):

Bartosz Krawczyk 

Number of co-investigators in the project: 2

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

Amount awarded: 98 800 PLN

Project start date (Y-m-d): 2014-03-27

Project end date (Y-m-d): 2016-03-26

Project duration:: 24 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (6)
  • Articles in post-conference publications (8)
  1. Influence of Distance Measures on the Effectiveness of One-Class Classification Ensembles
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Academic press:
    Applied Artificial Intelligence (rok: 2014, tom: 28, strony: 258-271), Wydawca: Taylor-Francis
    Status:
    Published
    DOI:
    10.1080/08839514.2014.883904 - link to the publication
  2. Ensemble of Locally Specialised One-Class Classifiers for Breast Cancer Malignancy Classification
    Authors:
    Bartosz Krawczyk, Łukasz Jeleń
    Academic press:
    Computers in Biology and Medicine (rok: 2014, tom: -, strony: -), Wydawca: Elsevier
    Status:
    Submitted
    DOI:
    brak - link to the publication
  3. One-Class Classifier Ensemble Pruning and Weighting with Firefly Algorithm
    Authors:
    Bartosz Krawczyk
    Academic press:
    Neurocomputing (rok: 2015, tom: 150, strony: 490-500), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2014.07.068 - link to the publication
  4. Dynamic Classifier Selection for One-Class Classification
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Academic press:
    Information Fusion (rok: 2014, tom: -, strony: -), Wydawca: Elsevier
    Status:
    Submitted
    DOI:
    brak - link to the publication
  5. On the Usefulness of One-Class Classifier Ensembles for Decomposition of Multi-Class Problems
    Authors:
    Bartosz Krawczyk, Michał Woźniak, Francisco Herrera
    Academic press:
    Pattern Recognition (rok: 2015, tom: -, strony: -), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.patcog.2015.06.001 - link to the publication
  6. Determining the Number of Competence Areas for One-Class Classification Ensembles
    Authors:
    Bartosz Krawczyk, Bogusław Cyganek
    Academic press:
    Pattern Analysis and Applications (rok: 2015, tom: -, strony: -), Wydawca: Springer
    Status:
    Submitted
    DOI:
    10.1007/s10044-015-0505-z - link to the publication
  1. Incremental One-Class Bagging for Streaming and Evolving Big Data
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Conference:
    IEEE BigDataSE 2015 (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 20-22.08
    Status:
    Published
  2. Designing a compact Genetic fuzzy rule-based system for one-class classification
    Authors:
    Pedro Villar., Bartosz Krawczyk, Anna M. Sanchez, Rosanna Montes & Francisco Herrera
    Conference:
    IEEE International Conference on Fuzzy Systems FUZZ-IEEE 2014 (rok: 2014, ), Wydawca: IEEE
    Data:
    konferencja 6-11.07.2014
    Status:
    Published
    DOI:
    link to the publication
  3. Hybrid One-Class Ensemble for High-Dimensional Data Classification
    Authors:
    Bartosz Krawczyk
    Conference:
    8th Asian Conference on Intelligent Information and Database Systems ACIIDS 2016 (rok: 2016, ), Wydawca: Springer
    Data:
    konferencja 14-16.03
    Status:
    Published
  4. One-Class Classification Ensemble with Dynamic Classifier Selection
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Conference:
    11th International Symposium on Neural Networks ISNN 2014 (rok: 2014, ), Wydawca: Springer
    Data:
    konferencja 28.11.2014-01.12.2014
    Status:
    Published
    DOI:
    link to the publication
  5. Wagging for Combining Weighted One-class Support Vector Machines
    Authors:
    Bartosz Krawczyk, Michał Woźniak
    Conference:
    International Conference On Computational Science, ICCS 2015 (rok: 2015, ), Wydawca: Elsevier
    Data:
    konferencja 1-3.06
    Status:
    Published
  6. Weighted One-Class Classifier Ensemble Based on Fuzzy Feature Space Partitioning
    Authors:
    Bartosz Krawczyk, Michał Woźniak, Bogusław Cyganek
    Conference:
    22nd International Conference on Pattern Recognition ICPR 2014 (rok: 2014, ), Wydawca: IEEE
    Data:
    konferencja 24-28.08.2014
    Status:
    Published
    DOI:
    link to the publication
  7. A First Attempt on Evolutionary Prototype Reduction for Nearest Neighbor One-Class Classification
    Authors:
    Bartosz Krawczyk, Isaac Triguero, Salvador Garcia, Michał Woźniak & Francisco Herrera
    Conference:
    IEEE Congress on Evolutionary Computation IEEE CEC 2014 (rok: 2014, ), Wydawca: IEEE
    Data:
    konferencja 6-11.07.2014
    Status:
    Published
    DOI:
    link to the publication
  8. Weighted one-class classification for different types of minority class examples in imbalanced data
    Authors:
    Bartosz Krawczyk, Michał Woźniak, Francisco Herrera
    Conference:
    014 IEEE Symposium Series on Computational Intelligence, Symposium on Computational Intelligence and Data Mining CIDM2014 (rok: 2014, ), Wydawca: IEEE
    Data:
    konferencja 09-12.12.2014
    Status:
    Published
    DOI:
    link to the publication

O Narodowym Centrum Nauki

Finansowanie nauki

Współpraca zagraniczna

Centrum prasowe

Deklaracja dostępności
Przetwarzanie danych osobowych
Polityka cookies

Partnerzy