Szczegóły publikacji
Opis bibliograficzny
Authorship attribution of Polish newspaper articles / Marcin KUTA, Bartłomiej Puto, Jacek KITOWSKI // W: Artificial intelligence and soft computing : 15th international conference, ICAISC 2016 : Zakopane, Poland, June 12–16, 2016 : proceedings, Pt. 2 / eds. Leszek Rutkowski, [et al.]. — Switzerland : Springer International Publishing, cop. 2016. — (Lecture Notes in Artificial Intelligence ; ISSN 0302-9743 ; 9693). — ISBN: 978-3-319-39383-4; e-ISBN: 978-3-319-39384-1. — S. 474–483. — Bibliogr. s. 483, Abstr. — Toż na Dysku Flash
Autorzy (3)
Słowa kluczowe
Dane bibliometryczne
| ID BaDAP | 98344 |
|---|---|
| Data dodania do BaDAP | 2016-06-23 |
| DOI | 10.1007/978-3-319-39384-1_41 |
| Rok publikacji | 2016 |
| Typ publikacji | materiały konferencyjne (aut.) |
| Otwarty dostęp |  |
| Konferencja | 15th International Conference on Artificial Intelligence and Soft Computing |
| Czasopismo/seria | Lecture Notes in Computer Science |
Abstract
This paper examines the machine learning approach to authorship attribution of articles in the Polish language. The focus is on the effect of the data volume, number of authors and thematic homogeneity on authorship attribution quality. We study the impact of feature selection under various feature selection criteria, mainly chi square and information gain measures, as well as the effect of combining features of different types. Results are reported for the Rzeczpospolita corpus in terms of the F-1 measure.