Projects funded by the NCN


Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

Delete all

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

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 (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. 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
  2. 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