Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

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Clustering algorithm, which use generalized Gaussian distribution and non-normal distributions

2015/19/D/ST6/01472

Keywords:

Clustering Skew distributions

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 :

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

woj. małopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Przemysław Spurek 

Number of co-investigators in the project: 3

Call: SONATA 10 - announced on 2015-09-15

Amount awarded: 188 400 PLN

Project start date (Y-m-d): 2016-06-13

Project end date (Y-m-d): 2020-06-12

Project duration:: 48 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.

Information in the final report

  • Publication in academic press/journals (8)
  • Articles in post-conference publications (3)
  1. Acitive Function Cross Entropy Clustering
    Authors:
    P. Spurek J. Tabor K. Byrski
    Academic press:
    Expert Systems with Applications (rok: 2017, tom: 72, strony: 49-66), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2016.12.011 - link to the publication
  2. Deep learning approach to bacterial colony classification
    Authors:
    B. Zieliński A. Plichta K. Misztal P. Spurek M. Brzychczy-Włoch D. Ochońska
    Academic press:
    PLoS ONE (rok: 2017, tom: 12, strony: e0184554), Wydawca: Public Library of Science
    Status:
    Published
    DOI:
    10.1371/journal.pone.0184554 - link to the publication
  3. Fast independent component analysis algorithm with a simple closed-form solution
    Authors:
    Przemysław Spurek, Jacek Tabor, Łukasz Struski, Marek Śmieja
    Academic press:
    Knowledge-Based Systems (rok: 2018, tom: 161, strony: 26-34), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.knosys.2018.07.027 - link to the publication
  4. General split gaussian Cross–Entropy clustering
    Authors:
    P. Spurek
    Academic press:
    Expert Systems with Applications (rok: 2017, tom: 68, strony: 58–68), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.025 - link to the publication
  5. SVM with a neutral class
    Authors:
    M. Śmieja J. Tabor P. Spurek
    Academic press:
    Pattern Analysis and Applications (rok: 2019, tom: 22, strony: 573–582), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10044-017-0654-3 - link to the publication
  6. ICA based on asymmetry
    Authors:
    P. Spurek J. Tabor P. Rola M. Ociepka
    Academic press:
    Pattern Recognition (rok: 2017, tom: 67, strony: 230–244), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.patcog.2017.02.019 - link to the publication
  7. Online updating of active function cross-entropy clustering
    Authors:
    Przemysław Spurek, Jacek Tabor, Krzysztof Byrski
    Academic press:
    Pattern Analysis and Applications (rok: 2018, tom: -, strony: 1--17), Wydawca: Springer London
    Status:
    Published
    DOI:
    10.1007/s10044-018-0701-8 - link to the publication
  8. Projected memory clustering
    Authors:
    Ł. Struski, P.Spurek , J.Tabor , M. Śmieja
    Academic press:
    Pattern Recognition Letters (rok: 2019, tom: 123, strony: 45550), Wydawca: Elsevie
    Status:
    Published
    DOI:
    10.1016/j.patrec.2019.02.023 - link to the publication
  1. Split-and-merge Tweak in Cross Entropy Clustering
    Authors:
    K. Hajto K. Kamieniecki K. Misztal P. Spurek
    Conference:
    Międzynarodowa (rok: 2017, ), Wydawca: Springer
    Data:
    konferencja 16-18 czerwiec 2017
    Status:
    Published
  2. Set Aggregation Network as a Trainable Pooling Layer
    Authors:
    Ł Maziarka, M. Śmieja, A. Nowak, J. Tabor, Ł. Struski, P. Spurek
    Conference:
    INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING (rok: 2019, ), Wydawca: Springer
    Data:
    konferencja 12.12-15.12
    Status:
    Published
  3. Processing of missing data by neural networks
    Authors:
    Marek Śmieja, Łukasz Struski, Jacek Tabor, Bartosz Zieliński, Przemysław Spurek
    Conference:
    Curran Associates, Inc. (rok: 2018, ), Wydawca: Advances in Neural Information Processing Systems 31
    Data:
    konferencja 02.12-08.12
    Status:
    Published
    DOI:
    link to the publication

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