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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A method for clusterability assessment

2011/01/N/ST6/04174

Keywords:

unsupervised learning Fisher's discriminant. principal component analysis

Descriptors:

  • ST6_8: Computer graphics, image processing, computer vision, multimedia, computer games
  • ST6_6: Algorithms, parallel, distributed and network algorithms, algorithmic game theory

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Instytut Podstaw Informatyki Polskiej Akademii Nauk

woj. mazowieckie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Ewa Nowakowska 

Number of co-investigators in the project: 2

Call: PRELUDIUM 1 - announced on 2011-03-15

Amount awarded: 98 000 PLN

Project start date (Y-m-d): 2011-12-07

Project end date (Y-m-d): 2014-06-06

Project duration:: 30 months (the same as in the proposal)

Project status: Project settled

Equipment purchased [PL]

  1. Lekki komputer przenośny, z dużą matrycą (przynajmniej 15.4"), z wydajnym 4 rdzeniowym procesorem i możliwością rozbudowy pamięci RAM do 8 GB. (7 000 PLN)

Information in the final report

  • Publication in academic press/journals (3)
  1. Clusterability Assessment for Gaussian Mixture Models
    Authors:
    Ewa Nowakowska, Jacek Koronacki, Stan Lipovetsky
    Academic press:
    Applied Mathematics and Computation (rok: 2015, tom: 256, strony: 591-601), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.amc.2014.12.038 - link to the publication
  2. Dimension reduction for data of unknown cluster structure
    Authors:
    Ewa Nowakowska, Jacek Koronacki, Stan Lipovetsky
    Academic press:
    Information Sciences (rok: 2015, tom: 330, strony: 74-87), Wydawca: Elsevier
    Status:
    Published
  3. Tractable Measure of Component Overlap for Gaussian Mixture Models
    Authors:
    Ewa Nowakowska, Jacek Koronacki, Stan Lipovetsky
    Academic press:
    Computational Statistics and Data Analysis , Wydawca: Elsevier
    Status:
    Submitted