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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Minimal Memory Clustering Paradigm

2014/13/B/ST6/01792

Keywords:

clustering memory minimization classification entropy

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):

dr hab. Jacek Tabor 

Number of co-investigators in the project: 7

Call: OPUS 7 - announced on 2014-03-17

Amount awarded: 487 200 PLN

Project start date (Y-m-d): 2015-01-27

Project end date (Y-m-d): 2017-08-26

Project duration:: 31 months (the same as in the proposal)

Project status: Project settled

Equipment purchased [PL]

  1. Karta graficzna (5 543 PLN)
  2. Komputer do wysokowydajnych obliczeń naukowych (40 000 PLN)

Information in the final report

  • Publication in academic press/journals (12)
  • Articles in post-conference publications (6)
  1. 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 (rok: 2017, tom: 57/2, strony: 133-147), Wydawca: ACS Publications
    Status:
    Published
    DOI:
    10.1021/acs.jcim.6b00426 - link to the publication
  2. Entropy approximation in lossy source coding problem
    Authors:
    Marek Śmieja, Jacek Tabor
    Academic press:
    Entropy (rok: 2015, tom: 17/5, strony: 3400-3418), Wydawca: MDPI AG, Basel, Switzerland
    Status:
    Published
    DOI:
    10.3390/e17053400 - link to the publication
  3. Extremely Randomized Machine Learning Methods for Compound Activity Prediction
    Authors:
    Wojciech M Czarnecki, Sabina Podlewska, Andrzej J Bojarski
    Academic press:
    Molecules (rok: 2015, tom: 20(11), strony: 20107-20117), Wydawca: MDPI AG, Basel, Switzerland
    Status:
    Published
    DOI:
    10.3390/molecules201119679 - link to the publication
  4. Multithreshold Entropy Linear Classifier: Theory and applications
    Authors:
    Wojciech M Czarnecki, Jacek Tabor
    Academic press:
    Expert Systems with Applications (rok: 2015, tom: 42, strony: 5591–5606), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2015.03.007 - link to the publication
  5. Cross-Entropy Based Image Thresholding
    Authors:
    Mateusz Malik, Przemysław Spurek, Jacek Tabor
    Academic press:
    Schedae Informaticae (rok: 2015, tom: 24, strony: 21-29), Wydawca: Uniwersytet Jagielloński
    Status:
    Published
    DOI:
    10.4467/20838476SI.15.002.3024 - link to the publication
  6. ICA based on asymmetry
    Authors:
    Przemysław Spurek, Jacek Tabor, Przemysław Rola, Michał 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. Constrained clustering with a complex cluster structure
    Authors:
    Marek Śmieja, Magdalena Wiercioch
    Academic press:
    Advances in Data Analysis and Classification (rok: 2016, tom: on-line first, strony: 45317), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s11634-016-0254-x - link to the publication
  8. 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 (rok: 2017, tom: 27/3, strony: 626-631), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.bmcl.2016.12.001 - link to the publication
  9. Weighted Tanimoto Extreme Learning Machine with Case Study in Drug Discovery
    Authors:
    Wojciech M Czarnecki
    Academic press:
    IEEE Computational Intelligence Magazine (rok: 2015, tom: 10(3), strony: 19-29), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/MCI.2015.2437312 - link to the publication
  10. Acitive Function Cross Entropy Clustering
    Authors:
    Przemysław Spurek Jacek Tabor, Krzysztof 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
  11. R Package CEC
    Authors:
    Przemysław Spurek, Konrad Kamieniecki, Jacek Tabor, Krzysztof Misztal, Marek Śmieja
    Academic press:
    Neurocomputing (rok: 2017, tom: 237, strony: 410-413), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.neucom.2016.08.118 - link to the publication
  12. 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 (rok: 2015, tom: 0,318055555555556, strony: 15), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1186/s13321-015-0088-0 - link to the publication
  1. 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 (rok: 2016, ), Wydawca: Springer
    Data:
    konferencja 25-27 Maj, 2015
    Status:
    Published
  2. Maximum Likelihood Estimation and Optimal Coordinates
    Authors:
    Przemysław Spurek, Jacek Tabor
    Conference:
    International Conference on Systems Science (ICSS 2016) (rok: 2016, ), Wydawca: Springer
    Data:
    konferencja 7-9 września 2016
    Status:
    Published
    DOI:
    link to the publication
  3. 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 (rok: 2015, ), Wydawca: Politechnika Wrocławska, Katedra Systemów i Sieci Komputerowych
    Data:
    konferencja 11 IX 2015
    Status:
    Published
    DOI:
    link to the publication
  4. 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) (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 24-29 lipiec 2016
    Status:
    Published
  5. Maximum Entropy Linear Manifold for Learning Discriminative Low-dimensional Representation
    Authors:
    Wojciech M Czarnecki, Rafał Józefowicz, Jacek Tabor
    Conference:
    ECML-PKDD 2015 (rok: 2015, ), Wydawca: Lecture Notes in Computer Science
    Data:
    konferencja 11 IX 2015
    Status:
    Published
    DOI:
    link to the publication
  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 (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 19-21 Oct 2015
    Status:
    Published
    DOI:
    link to the publication

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