Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

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Development of universal data representation models to improve the quality of machine learning techniqes with an examplary application in chemistry

2016/21/N/ST6/01019

Keywords:

theory of representations entropy classification clustering metric learning

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST6_13: Bioinformatics, biocomputing, DNA and molecular computation

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):

Magdalena Wiercioch 

Number of co-investigators in the project: 3

Call: PRELUDIUM 11 - announced on 2016-03-15

Amount awarded: 82 800 PLN

Project start date (Y-m-d): 2017-03-14

Project end date (Y-m-d): 2019-10-13

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

Project status: Project settled

Project description

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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 (2)
  • Articles in post-conference publications (2)
  1. Exploring the Potential of Spherical Harmonics and PCVM for Compounds Activity Prediction
    Authors:
    Magdalena Wiercioch
    Academic press:
    International Journal of Molecular Sciences (rok: 2019, tom: 20, strony: 23 strony), Wydawca: Multidisciplinary Digital Publishing Institute
    Status:
    Published
    DOI:
    10.3390/ijms20092175 - link to the publication
  2. Towards Learning Word Representation
    Authors:
    Magdalena Wiercioch
    Academic press:
    Schedae Informaticae (rok: 2017, tom: 25, strony: 103-115), Wydawca: Uniwersytet Jagielloński w Krakowie, Gołębia 24, 31-007 Kraków
    Status:
    Published
    DOI:
    10.4467/20838476SI.16.008.6189 - link to the publication
  1. On Modeling Objects Using Sequence of Moment Invariants
    Authors:
    Magdalena Wiercioch
    Conference:
    17th International Conference on Computer Information Systems and Industrial Management Applications (rok: 2018, ), Wydawca: Springer
    Data:
    konferencja 27.09.2018 - 29.09.2018
    Status:
    Published
  2. Feature selection in texts
    Authors:
    Magdalena Wiercioch
    Conference:
    International Conference on Computer Recognition Systems CORES 2017 (rok: 2017, ), Wydawca: Springer International Publishing
    Data:
    konferencja 22-24.05.2017
    Status:
    Published

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