Software-Based Approach towards Automated Authorship Acknowledgement—Chi-Square Test on One Consonant Group
- Autor(en)
- Iryna Khomytska, Vasyl Teslyuk, Natalia Kryvinska, Iryna Bazylevych
- Abstrakt
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%.
- Organisation(en)
- Institut für Marketing und International Business
- Externe Organisation(en)
- Lviv Polytechnic National University, Univerzita Komenského v Bratislave, Ivan Franko National University of Lviv
- Journal
- Electronics
- Band
- 9
- Anzahl der Seiten
- 11
- ISSN
- 2079-9292
- DOI
- https://doi.org/10.3390/electronics9071138
- Publikationsdatum
- 07-2020
- Peer-reviewed
- Ja
- ÖFOS 2012
- 202021 Industrielle Elektronik
- Schlagwörter
- ASJC Scopus Sachgebiete
- Signal Processing, Electrical and Electronic Engineering, Control and Systems Engineering, Hardware and Architecture, Computer Networks and Communications
- Link zum Portal
- https://ucrisportal.univie.ac.at/de/publications/softwarebased-approach-towards-automated-authorship-acknowledgementchisquare-test-on-one-consonant-group(d38f00bb-5905-4eb3-a1de-62ea2ccb9bae).html