Additional information in data clustering and related areas
2016/21/D/ST6/00980
Keywords
Descriptors
- ST6_11: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowanie w przetwarzaniu sygnałów
- ST6_7: Sztuczna inteligencja, systemy inteligentne i wieloagentowe
Panel
ST6 – Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems
Host institution
Uniwersytet Jagielloński, Wydział Matematyki i Informatyki
Voivodeship: małopolskie
Principal investigator (from the host institution)
Number of co-investigators in the project: 3
Call
SONATA 11 – announced on 2016-03-15
- Amount awarded
- 246 350 PLN
- Project start date
- 2017-01-26
- Project end date
- 2020-09-25
- Project duration
- 44 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)
-
A classification-based approach to semi-supervised clustering with pairwise constraints
- Authors:
- Marek Śmieja, Łukasz Struski, Mario A. T. Figueiredo
- Academic press:
- Neural Networks (year: 2020, volume: 127, pages: 193-203), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.neunet.2020.04.017 – link to the publication
-
SVM with a neutral class
- Authors:
- Marek Śmieja, Jacek Tabor, Przemyslaw Spurek
- Academic press:
- Pattern Analysis and Applications (year: 2019, volume: 22/2, pages: 573-582), Publisher: Springer
- Status:
- Published
- DOI:
- 10.1007/s10044-017-0654-3 – link to the publication
-
Efficient mixture model for clustering of sparse high dimensional binary data
- Authors:
- Marek Śmieja, Krzysztof Hajto, Jacek Tabor
- Academic press:
- Data Mining and Knowledge Discovery (year: 2019, volume: 33/6, pages: 1583--1624), Publisher: Springer
- Status:
- Published
- DOI:
- 10.1007/s10618-019-00635-1 – link to the publication
-
Semi-supervised discriminative clustering with graph regularization
- Authors:
- Marek Śmieja, Oleksandr Myronov, Jacek Tabor
- Academic press:
- Konwledge-Based Systems (year: 2018, volume: 151, pages: 24-36), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.knosys.2018.03.019 – link to the publication
-
Semi-supervised model-based clustering with controlled clusters leakage
- Authors:
- Marek Śmieja
- Academic press:
- Expert Systems With Applications (year: 2017, volume: 85, pages: 146-157), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.eswa.2017.05.032 – link to the publication
-
Generalized RBF kernel for incomplete data
- Authors:
- Marek Śmieja, Łukasz Struski, Jacek Tabor, Mateusz Marzec
- Academic press:
- Knowledge-Based Systems (year: 2019, volume: 173, pages: 150-162), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.knosys.2019.02.034 – link to the publication
-
Semi-supervised cross-entropy clustering with information bottleneck constraint
- Authors:
- Marek Śmieja, Bernhard C. Geiger
- Academic press:
- Information Sciences (year: 2017, volume: 421, pages: 254-271), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.ins.2017.07.016 – link to the publication
-
SeGMA: Semi-Supervised Gaussian Mixture Auto-Encoder
- Authors:
- Marek Śmieja, Maciej Wołczyk, Jacek Tabor, Bernhard C. Geiger
- Status:
- Accepted for publication
Articles in post-conference publications (1)
-
Processing of missing data by neural networks
- Authors:
- Marek Śmieja, Łukasz Struski, Jacek Tabor, Bartosz Zieliński, Przemysław Spurek
- Conference:
- Neural Information Processing Systems (NIPS 2018) (year: 2018, pages: 10), Publisher: Neural Information Processing Systems Foundation
- Date:
- conference 2-8 grudnia 2018
- Status:
- Published
- DOI:
- link to the publication