Minimal Memory Clustering Paradigm
2014/13/B/ST6/01792
Keywords
Descriptors
- ST6_11: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowanie w przetwarzaniu sygnałów
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: 7
Call
OPUS 7 – announced on 2014-03-17
- Amount awarded
- 487 200 PLN
- Project start date
- 2015-01-27
- Project end date
- 2017-08-26
- Project duration
- 31 months (the same as in the proposal)
- Project status
- Project settled
Equipment purchased [PL]
- Karta graficzna. Cost: 5 543 PLN
- Komputer do wysokowydajnych obliczeń naukowych. Cost: 40 000 PLN
Information in the final report
Publication in academic press/journals (12)
-
Creating the New from the Old – Combinatorial Libraries Generation with Machine Learning-Based Compound Structure Optimization
- Authors:
- Sabina Podlewska, Wojciech M. Czarnecki, Rafał Kafel, Andrzej J. Bojarski
- Academic press:
- Journal of Chemical Information and Modeling (year: 2017, volume: 57/2, pages: 133-147), Publisher: ACS Publications
- Status:
- Published
- DOI:
- 10.1021/acs.jcim.6b00426 – link to the publication
-
Constrained clustering with a complex cluster structure
- Authors:
- Marek Śmieja, Magdalena Wiercioch
- Academic press:
- Advances in Data Analysis and Classification (year: 2016, volume: on-line first, pages: 46048), Publisher: Springer
- Status:
- Published
- DOI:
- 10.1007/s11634-016-0254-x – link to the publication
-
Robust optimization of SVM hyperparameters in the classification of bioactive compounds
- Authors:
- Wojciech M Czarnecki, Sabina Podlewska, Andrzej J Bojarski
- Academic press:
- J Cheminform (2015) 7:38 (year: 2015, volume: 0,318055555555556, pages: 15), Publisher: Springer
- Status:
- Published
- DOI:
- 10.1186/s13321-015-0088-0 – link to the publication
-
Quo vadis G protein-coupled receptor ligands? A tool for analysis of the emergence of new groups of compounds over time
- Authors:
- Damian Leśniak, Stanisław Jastrzębski, Sabina Podlewska, Wojciech M. Czarnecki, Andrzej J. Bojarski
- Academic press:
- Bioorganic and Medicinal Chemistry Letters (year: 2017, volume: 27/3, pages: 626-631), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.bmcl.2016.12.001 – link to the publication
-
Multithreshold Entropy Linear Classifier: Theory and applications
- Authors:
- Wojciech M Czarnecki, Jacek Tabor
- Academic press:
- Expert Systems with Applications (year: 2015, volume: 42, pages: 5591–5606), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.eswa.2015.03.007 – link to the publication
-
Extremely Randomized Machine Learning Methods for Compound Activity Prediction
- Authors:
- Wojciech M Czarnecki, Sabina Podlewska, Andrzej J Bojarski
- Academic press:
- Molecules (year: 2015, volume: 20(11), pages: 20107-20117), Publisher: MDPI AG, Basel, Switzerland
- Status:
- Published
- DOI:
- 10.3390/molecules201119679 – link to the publication
-
Entropy approximation in lossy source coding problem
- Authors:
- Marek Śmieja, Jacek Tabor
- Academic press:
- Entropy (year: 2015, volume: 17/5, pages: 3400-3418), Publisher: MDPI AG, Basel, Switzerland
- Status:
- Published
- DOI:
- 10.3390/e17053400 – link to the publication
-
Cross-Entropy Based Image Thresholding
- Authors:
- Mateusz Malik, Przemysław Spurek, Jacek Tabor
- Academic press:
- Schedae Informaticae (year: 2015, volume: 24, pages: 21-29), Publisher: Uniwersytet Jagielloński
- Status:
- Published
- DOI:
- 10.4467/20838476SI.15.002.3024 – link to the publication
-
R Package CEC
- Authors:
- Przemysław Spurek, Konrad Kamieniecki, Jacek Tabor, Krzysztof Misztal, Marek Śmieja
- Academic press:
- Neurocomputing (year: 2017, volume: 237, pages: 410-413), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.neucom.2016.08.118 – link to the publication
-
Acitive Function Cross Entropy Clustering
- Authors:
- Przemysław Spurek Jacek Tabor, Krzysztof Byrski
- Academic press:
- Expert Systems with Applications (year: 2017, volume: 72, pages: 49-66), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.eswa.2016.12.011 – link to the publication
-
Weighted Tanimoto Extreme Learning Machine with Case Study in Drug Discovery
- Authors:
- Wojciech M Czarnecki
- Academic press:
- IEEE Computational Intelligence Magazine (year: 2015, volume: 10(3), pages: 19-29), Publisher: IEEE
- Status:
- Published
- DOI:
- 10.1109/MCI.2015.2437312 – link to the publication
-
ICA based on asymmetry
- Authors:
- Przemysław Spurek, Jacek Tabor, Przemysław Rola, Michał Ociepka
- Academic press:
- Pattern Recognition (year: 2017, volume: 67, pages: 230-244), Publisher: Elsevier
- Status:
- Published
- DOI:
- 10.1016/j.patcog.2017.02.019 – link to the publication
Articles in post-conference publications (6)
-
Spherical Wards clustering and generalized Voronoi diagrams
- Authors:
- Marek Śmieja, Jacek Tabor
- Conference:
- Proceeding of IEEE International Conference on Data Science and Advanced Analytics (year: 2015, pages: 46032), Publisher: IEEE
- Date:
- conference 19-21 Oct 2015
- Status:
- Published
- DOI:
- link to the publication
-
Probability Index of Metric Correspondence as a measure of visualization reliability
- Authors:
- Marek Śmieja, Jacek Tabor, Magda Wiercioch
- Conference:
- Proceedings of ECML PKDD Workshop on Machine Learning and Life Science (year: 2015, pages: 12), Publisher: Politechnika Wrocławska, Katedra Systemów i Sieci Komputerowych
- Date:
- conference 11 IX 2015
- Status:
- Published
- DOI:
- link to the publication
-
Maximum Entropy Linear Manifold for Learning Discriminative Low-dimensional Representation
- Authors:
- Wojciech M Czarnecki, Rafał Józefowicz, Jacek Tabor
- Conference:
- ECML-PKDD 2015 (year: 2015, pages: 52-67), Publisher: Lecture Notes in Computer Science
- Date:
- conference 11 IX 2015
- Status:
- Published
- DOI:
- link to the publication
-
Fast entropy clustering of sparse high dimensional binary data
- Authors:
- Marek Śmieja, Szymon Nakoneczny, Jacek Tabor
- Conference:
- IEEE International Joint Conference on Neural Networks (IJCNN 2016) (year: 2016, pages: 2397 - 2404), Publisher: IEEE
- Date:
- conference 24-29 lipiec 2016
- Status:
- Published
-
Maximum Likelihood Estimation and Optimal Coordinates
- Authors:
- Przemysław Spurek, Jacek Tabor
- Conference:
- International Conference on Systems Science (ICSS 2016) (year: 2016, pages: 46094), Publisher: Springer
- Date:
- conference 7-9 września 2016
- Status:
- Published
- DOI:
- link to the publication
-
Detection of Elongated Structures with Hierarchical Active Partitions and CEC-Based Image Representation
- Authors:
- Arkadiusz Tomczyk, Przemysław Spurek, Michał Podgórski, Krzysztof Misztal, Jacek Tabor
- Conference:
- 9th International Conference on Computer Recognition Systems CORES (year: 2016, pages: 159-169), Publisher: Springer
- Date:
- conference 25-27 Maj, 2015
- Status:
- Published