The lexical context in a style analysis: A word embeddings approach

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17250%2F21%3AA220209C" target="_blank" >RIV/61988987:17250/21:A220209C - isvavai.cz</a>

Výsledek na webu

<a href="https://www.degruyter.com/document/doi/10.1515/cllt-2018-0003/html" target="_blank" >https://www.degruyter.com/document/doi/10.1515/cllt-2018-0003/html</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1515/cllt-2018-0003" target="_blank" >10.1515/cllt-2018-0003</a>

Jazyk výsledku

angličtina

Název v původním jazyce

The lexical context in a style analysis: A word embeddings approach

Popis výsledku v původním jazyce

This is a pilot study of usability of Context Specificity measure for stylometric purposes. Specifically, the word embedding Word2vec approach based on measuring lexical context similarity between lemmas is applied to the analysis of texts that belong to different styles. Three types of Czech texts are investigated: fiction, non-fiction, and journalism. Specifically, forty lemmas were observed (10 lemmas each for verbs, nouns, adjectives, and adverbs). The aim of the present study is to introduce a concept of the Context Specificity and to test whether this measurement is sensitive to different styles. The results show that the proposed method Closest Context Specificity (CCS) is a corpus size independent method which has a promising potential in analyzing different styles.

Název v anglickém jazyce

The lexical context in a style analysis: A word embeddings approach

Popis výsledku anglicky

This is a pilot study of usability of Context Specificity measure for stylometric purposes. Specifically, the word embedding Word2vec approach based on measuring lexical context similarity between lemmas is applied to the analysis of texts that belong to different styles. Three types of Czech texts are investigated: fiction, non-fiction, and journalism. Specifically, forty lemmas were observed (10 lemmas each for verbs, nouns, adjectives, and adverbs). The aim of the present study is to introduce a concept of the Context Specificity and to test whether this measurement is sensitive to different styles. The results show that the proposed method Closest Context Specificity (CCS) is a corpus size independent method which has a promising potential in analyzing different styles.

Druh

J_imp - Článek v periodiku v databázi Web of Science

CEP obor

—

OECD FORD obor

60203 - Linguistics

Projekt

—

Návaznosti

S - Specificky vyzkum na vysokych skolach

Rok uplatnění

2021

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Název periodika

Corpus Linguistics and Linguistic Theory

ISSN

1613-7035

e-ISSN

—

Svazek periodika

—

Číslo periodika v rámci svazku

17

Stát vydavatele periodika

DE - Spolková republika Německo

Počet stran výsledku

21

Strana od-do

443-464

Kód UT WoS článku

000704989600006

EID výsledku v databázi Scopus

2-s2.0-85057345638