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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Data-driven label space division methods for multi-label classification

2016/21/N/ST6/02382

Keywords:

machine learning multi-label classification label cooccurence community detection label space clustering

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST1_18: Control theory and optimisation
  • ST6_12: Scientific computing, simulation and modelling tools

Panel:

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

Host institution :

Politechnika Wrocławska, Wydział Informatyki i Zarządzania

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

Piotr Szymański 

Number of co-investigators in the project: 2

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

Amount awarded: 70 600 PLN

Project start date (Y-m-d): 2017-01-18

Project end date (Y-m-d): 2019-12-17

Project duration:: 35 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.

Equipment purchased [PL]

  1. Laptop (15 947 PLN)
  2. Stanowisko pracy: komputer i monitor (7 000 PLN)

Information in the final report

  • Publication in academic press/journals (2)
  • Articles in post-conference publications (1)
  1. scikit-multilearn: A Python library for Multi-Label Classification
    Authors:
    Piotr Szymański, Tomasz Kajdanowicz
    Academic press:
    Journal of Machine Learning Research (rok: 2019, tom: 20, strony: 45313), Wydawca: JMLR, Inc. and Microtome Publishing
    Status:
    Published
    DOI:
    brak - link to the publication
  2. LNEMLC: Label Network Embeddings for Multi-Label Classification
    Authors:
    Piotr Szymański, Tomasz Kajdanowicz, Nitesh Chawla
    Academic press:
    IEEE Transactions on Pattern Analysis and Machine Intelligence (rok: 2019, tom: -, strony: -), Wydawca: IEEE Computer Society
    Status:
    Submitted
    DOI:
    brak - link to the publication
  1. A Network Perspective on Stratification of Multi-Label Data
    Authors:
    Piotr Szymański, Tomasz Kajdanowicz
    Conference:
    1st International Workshop on Learning with Imbalanced Domains: Theory and Applications Co-located with ECML/PKDD 2017 (rok: 2017, ), Wydawca: Proceedings of Machine Learning Research
    Data:
    konferencja 22.09.2017
    Status:
    Published
    DOI:
    link to the publication

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