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

Iryna Khomytska, Vasyl Teslyuk, Natalia Kryvinska (Corresponding author), Iryna Bazylevych

Publications: Contribution to journalArticlePeer 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%.
Original languageEnglish
Article number1138
Number of pages11
JournalElectronics
Volume9
Issue number7
DOIs
Publication statusPublished - 13 Jul 2020

Austrian Fields of Science 2012

  • 202021 Industrial electronics

Keywords

  • MIB
  • consonant group
  • nonparametric statistical test
  • java-based model
  • chi-square test
  • author-differentiating capability
  • software framework
  • Java-based model
  • Software framework
  • Consonant group
  • Author-differentiating capability
  • Chi-square test
  • Nonparametric statistical test

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