Software-Based Approach towards Automated Authorship Acknowledgement—Chi-Square Test on One Consonant Group

Iryna Khomytska, Vasyl Teslyuk, Natalia Kryvinska (Korresp. Autor*in), Iryna Bazylevych

Veröffentlichungen: Beitrag in FachzeitschriftArtikelPeer Reviewed

Abstract

A one-consonant group approach to the authorship attribution has been proposed. The approach is based on determining, by the chi-square test, the consonant group in which the difference between the texts by different authors is statistically significant. The developed model determines author-differentiating capability of each consonant group in a relation of the number of comparisons, in which the difference between the texts by two authors is statistically significant to the total number of comparisons. The determined general author-differentiating capability of the group of stop consonants, which is a statistical parameter of the authorial style, is the highest in the comparisons of texts from the publicist and belles-lettres styles. The one-consonant group approach simplifies the whole process of authorship attribution and ensures a higher level of automation. The conducted experiments on the Java programming language have proved that the chi-square test is a powerful nonparametric statistical test that can be used for author identification on the level of English consonants with a test validity of 95%.
OriginalspracheEnglisch
Aufsatznummer1138
Seitenumfang11
FachzeitschriftElectronics
Jahrgang9
Ausgabenummer7
DOIs
PublikationsstatusVeröffentlicht - 13 Juli 2020

ÖFOS 2012

  • 202021 Industrielle Elektronik

Zitationsweisen