Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

Delete all

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 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
  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. 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
  4. 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
  5. 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
  6. 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
  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. 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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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

O Narodowym Centrum Nauki

Finansowanie nauki

Współpraca zagraniczna

Centrum prasowe

Deklaracja dostępności
Przetwarzanie danych osobowych
Polityka cookies

Partnerzy