Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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Integration of base classifiers in geometric space

2017/25/B/ST6/01750

Keywords:

Ensemble of classifiers Data mining Classifiers fusion

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)

Panel:

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

Host institution :

Politechnika Wrocławska

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr hab. Robert Burduk 

Number of co-investigators in the project: 4

Call: OPUS 13 - announced on 2017-03-15

Amount awarded: 497 980 PLN

Project start date (Y-m-d): 2018-01-25

Project end date (Y-m-d): 2021-01-24

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

Project status: Project settled

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Equipment purchased [PL]

  1. Dysk SSD do notebooka (873 PLN)
  2. Notebook (7 000 PLN)

Information in the final report

  • Publication in academic press/journals (8)
  • Articles in post-conference publications (10)
  1. Integration and Selection of Linear SVM Classifiers in Geometric Space
    Authors:
    Robert Burduk, Jędrzej Biedrzycki
    Academic press:
    Journal of Universal Computer Science (rok: 2019, tom: vol. 25, no. 6, strony: 718-730), Wydawca: J.UCS Consortium
    Status:
    Published
    DOI:
    10.3217/jucs-025-06-0718 - link to the publication
  2. Combining linear classifiers using probability-based potential functions
    Authors:
    Paweł Trajdos, Robert Burduk
    Academic press:
    IEEE Access (rok: 2020, tom: 8, strony: 207947-207961), Wydawca: IEEE.org
    Status:
    Published
    DOI:
    10.1109/ACCESS.2020.3038341 - link to the publication
  3. Fusion of linear base classifiers in geometric space
    Authors:
    Paweł Ksieniewicz, Paweł Zyblewski, Robert Burduk
    Academic press:
    Knowledge-Based Systems (rok: 2021, tom: 227, strony: 107231), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.knosys.2021.107231 - link to the publication
  4. Linear classifier combination via multiple potential functions
    Authors:
    Paweł Trajdos, Robert Burduk
    Academic press:
    Pattern Recognition (rok: 2021, tom: 111, strony: art. 107681, s. 1-11.), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.patcog.2020.107681 - link to the publication
  5. Integration of Decision Trees Using Distance to Centroid and to Decision Boundary
    Authors:
    Jędrzej Biedrzycki, Robert Burduk
    Academic press:
    Journal of Universal Computer Science (rok: 2020, tom: 26, no. 6, strony: 720-733), Wydawca: J.UCS Consortium
    Status:
    Published
    DOI:
    Brak - link to the publication
  6. Decision tree integration using dynamic regions of competence
    Authors:
    Jędrzej Biedrzycki, Robert Burduk
    Academic press:
    Entropy (rok: 2020, tom: vol. 22, no. 10, strony: 45303), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/e22101129 - link to the publication
  7. Ensemble selection in one-versus-one scheme – case study for cutting tools classification
    Authors:
    Izabela Rojek, Robert Burduk, Paulina Heda
    Academic press:
    Bulletin of the Polish Academy of Sciences - Technical Sciences (rok: 2021, tom: 69, strony: e136044), Wydawca: Polska Akademia Nauk
    Status:
    Published
    DOI:
    10.24425/bpasts.2021.136044 - link to the publication
  8. Weighted scoring in geometric space for decision tree ensemble
    Authors:
    Jędrzej Biedrzycki, Robert Burduk
    Academic press:
    IEEE Access (rok: 2020, tom: 8, strony: 82100-82107), Wydawca: IEEE.org
    Status:
    Published
    DOI:
    10.1109/ACCESS.2020.2990721 - link to the publication
  1. Clustering and Weighted Scoring Algorithm Based on Estimating the Number of Clusters
    Authors:
    Jakub Klikowski, Robert Burduk
    Conference:
    21th International Conference on Computational Science - ICCS 2021 (rok: 2021, ), Wydawca: Springer International Publishing
    Data:
    konferencja 44363
    Status:
    Published
  2. Integration of linear SVM classifiers in geometric space using the median
    Authors:
    Robert Burduk, Jędrzej Biedrzycki.
    Conference:
    The 10th International Conference on Image Processing and Communications Challenges IP&C 2018 (rok: 2018, ), Wydawca: Springer International Publishing
    Data:
    konferencja 14-14 listopada
    Status:
    Published
  3. Clustering and Weighted Scoring in Geometric Space Support Vector Machine Ensemble for Highly Imbalanced Data Classification
    Authors:
    Paweł Ksieniewicz, Robert Burduk
    Conference:
    20th International Conference on Computational Science - ICCS 2020 (rok: 2020, ), Wydawca: Springer
    Data:
    konferencja 43985
    Status:
    Published
  4. Combination of linear classifiers using score function - analysis of possible combination strategies
    Authors:
    Paweł Trajdos, Robert Burduk
    Conference:
    The 11th International Conference on Computer Recognition Systems - CORES 2019 (rok: 2019, ), Wydawca: Springer International Publishing
    Data:
    konferencja 43605
    Status:
    Published
  5. Modified score function and linear weak classifiers in LogitBoost algorithm
    Authors:
    Robert Burduk, Wojciech Bożejko
    Conference:
    The 11th International Conference on Image Processing and Communications Challenges - IP&C 2019 (rok: 2019, ), Wydawca: Springer International Publishing
    Data:
    konferencja 43719
    Status:
    Published
  6. Decision tree integration algorithm using static regions of competence and geometric representation
    Authors:
    Jedrzej Biedrzycki
    Conference:
    Polskie Porozumienie na Rzecz Rozwoju Sztucznej Inteligencji - PP-RAI 2019 (rok: 2019, ), Wydawca: Politechnika Wrocławska
    Data:
    konferencja 43754
    Status:
    Published
  7. Gentle AdaBoost Algorithm with Score Function Dependent on the Distance to Decision Boundary
    Authors:
    Robert Burduk, Wojciech Bożejko
    Conference:
    The 18th International Conference on Computer Information Systems and Industrial Management - CISIM 2019 (rok: 2019, ), Wydawca: Springer International Publishing
    Data:
    konferencja 43727
    Status:
    Published
  8. Integration base classifiers in geometry space by harmonic mean
    Authors:
    Robert Burduk
    Conference:
    The 17th International Conference on Artificial Intelligence and Soft Computing ICAISC 2018 (rok: 2018, ), Wydawca: Springer International Publishing
    Data:
    konferencja 3-7 czerwca
    Status:
    Published
  9. The use of geometric mean in the process of integration of three base classifiers
    Authors:
    Robert Burduk, Andrzej Kasprzak
    Conference:
    The 17th International Conference on Computer Information Systems and Industrial Management CISIM 2018 (rok: 2018, ), Wydawca: Springer International Publishing
    Data:
    konferencja 27-29 września
    Status:
    Published
  10. Novel approach to gentle AdaBoost algorithm with linear weak classifiers
    Authors:
    Robert Burduk, Wojciech Bożejko, Szymon Zacher
    Conference:
    12th Asian Conference on Intelligent Information and Database Systems - ACIIDS 2020 (rok: 2020, ), Wydawca: Springer
    Data:
    konferencja 43913
    Status:
    Published

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