Detail výsledku

Obtaining word embedding from existing classification model

ŠŮSTEK, M.; ZBOŘIL, F. Obtaining word embedding from existing classification model. In Intelligent Systems Design and Applications. Advances in Intelligent Systems and Computing. ISDA 2017 Intelligent Systems Design and Applications. Cham: Springer International Publishing, 2018. no. 736, p. 540-547. ISBN: 978-3-319-76347-7. ISSN: 2194-5357.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Šůstek Martin, Ing., UITS (FIT)
Zbořil František, doc. Ing., CSc., UAMT (FEKT), UITS (FIT)
Abstrakt

This paper introduces a new technique to inspect relations between classes in classification model. The method is built on the assumption that it is easier to distinguish some classes than others. The harder the distinction is, the more similar the objects are. Simple application demonstrating this approach was implemented and obtained class representations in a vector space are discussed. Created representation can be treated as word embedding where the words are represented by the classes. As an addition, potential usages and characteristics are discussed including a knowledge base.

Klíčová slova

unsupervised learning, artificial intelligence, word embedding, word2vec, CNN

Rok
2018
Strany
540–547
Časopis
Advances in Intelligent Systems and Computing, roč. 2018, č. 736, ISSN 2194-5357
Sborník
Intelligent Systems Design and Applications
Řada
ISDA 2017 Intelligent Systems Design and Applications
Konference
17th International Conference on Intelligent Systems Design and Applications
ISBN
978-3-319-76347-7
Vydavatel
Springer International Publishing
Místo
Cham
DOI
10.1007/978-3-319-76348-4_52
EID Scopus
2-s2.0-85044468383
BibTeX 
@inproceedings{BUT147178,
  author="Martin {Šůstek} and František {Zbořil}",
  title="Obtaining word embedding from existing classification model",
  booktitle="Intelligent Systems Design and Applications",
  year="2018",
  series="ISDA 2017 Intelligent Systems Design and Applications",
  journal="Advances in Intelligent Systems and Computing",
  volume="2018",
  number="736",
  pages="540--547",
  publisher="Springer International Publishing",
  address="Cham",
  doi="10.1007/978-3-319-76348-4\{_}52",
  isbn="978-3-319-76347-7",
  issn="2194-5357",
  url="https://www.fit.vut.cz/research/publication/11546/"
}
Soubory
Projekty
Bezpečné a spolehlivé počítačové systémy, VUT, Vnitřní projekty VUT, FIT-S-17-4014, zahájení: 2017-03-01, ukončení: 2020-02-29, ukončen
IT4Innovations excellence in science, MŠMT, Národní program udržitelnosti II, LQ1602, zahájení: 2016-01-01, ukončení: 2020-12-31, ukončen
Výzkumné skupiny
Výzkumná skupina inteligentních systémů (VZ INTSYS)
Pracoviště
Ústav inteligentních systémů (UITS)
Nahoru