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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Theory of incomplete data analysis

2015/19/B/ST6/01819

Keywords:

incomplete data clustering

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 :

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

woj. małopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Jacek Tabor 

Number of co-investigators in the project: 5

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

Amount awarded: 390 000 PLN

Project start date (Y-m-d): 2016-07-13

Project end date (Y-m-d): 2019-10-12

Project duration:: 39 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. Komputer przenośny.
  2. Komputer przenośny (2 szt.) (10 000 PLN)
  3. Monitor o wysokiej rozdzielczości.
  4. Komputer przenośny (2 740 PLN)
  5. Karta Graficzna (2 szt.) (20 000 PLN)
  6. Komputer przenośny (2 313 PLN)
  7. Komputer przenośny (11 217 PLN)
  8. Serwer plików z dyskami (3 950 PLN)
  9. Tablet z rysikiem.

Information in the final report

  • Publication in academic press/journals (7)
  • Articles in post-conference publications (2)
  1. Processing of missing data by neural networks
    Authors:
    Marek Śmieja, Łukasz Struski, Jacek Tabor, Bartosz Zieliński, Przemysław Spurek
    Academic press:
    Advances in Neural Information Processing Systems (NeurIPS) (rok: 2018, tom: 31, strony: 2724-2734), Wydawca: Curran Associates, Inc.
    Status:
    Published
    DOI:
    brak - link to the publication
  2. SVM with a neutral class
    Authors:
    Marek Śmieja, Jacek Tabor, Przemysław Spurek
    Academic press:
    Pattern Analysis and Applications (rok: 2019, tom: 22 (2), strony: 573-582), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10044-017-0654-3 - link to the publication
  3. Semi-supervised model-based clustering with controlled clusters leakage
    Authors:
    Marek Śmieja, Łukasz Struski, Jacek Tabor
    Academic press:
    Expert Systems with Applications (rok: 2017, tom: 26, strony: 146-157), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2017.05.032 - link to the publication
  4. Generalized RBF kernel for incomplete data
    Authors:
    Marek Śmieja, Łukasz Struski, Jacek Tabor, Mateusz Marzec
    Academic press:
    Knowledge-Based Systems (rok: 2019, tom: 173, strony: 150-162), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.knosys.2019.02.034 - link to the publication
  5. Regression SVM for Incomplete Data
    Authors:
    Lukasz Struski, Marek Śmieja, Bartosz Zieliński, Jacek Tabor
    Academic press:
    Schedae Informaticae (rok: 2017, tom: 26, strony: 23-35), Wydawca: Wydawnictwo Uniwersytetu Jagiellońskiego
    Status:
    Published
    DOI:
    10.4467/20838476SI.17.001.6807 - link to the publication
  6. Pointed subspace approach to incomplete data
    Authors:
    Łukasz Struski, Marek Śmieja, Jacek Tabor
    Academic press:
    Journal of Classification (rok: 2019, tom: -, strony: 45307), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s00357-019-9304-3 - link to the publication
  7. Semi-supervised discriminative clustering with graph regularization
    Authors:
    Marek Śmieja, Oleksandr Myronov, Jacek Tabor
    Academic press:
    Konwledge-Based Systems (rok: 2018, tom: 151, strony: 24-36), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.knosys.2018.03.019 - link to the publication
  1. Distribution-interpolation trade off in generative models
    Authors:
    Damian Leśniak, Igor Sieradzki, Igor Podolak
    Conference:
    International Conference on Learning Representations (rok: 2019, ), Wydawca: International Conference on Learning Representations
    Data:
    konferencja 2019
    Status:
    Published
  2. Persistence bag-of-words for topological data analysis
    Authors:
    Bartosz Zieliński, Michał Lipiński, Mateusz Juda, Matthias Zeppelzauer, Paweł Dłotko
    Conference:
    International JointConference on Artificial Intelligence (rok: 2019, ), Wydawca: International JointConference on Artificial Intelligence
    Data:
    konferencja 2019
    Status:
    Published

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