Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
Spectral Profiling of Writing Process. / Kizhaeva, Natalia; Volkovich, Zeev; Granichin, Oleg; Granichina, Olga; Kiyaev, Vladimir.
2017 IEEE CONFERENCE ON CONTROL TECHNOLOGY AND APPLICATIONS (CCTA 2017). IEEE Canada, 2017. p. 2063-2068.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
}
TY - GEN
T1 - Spectral Profiling of Writing Process
AU - Kizhaeva, Natalia
AU - Volkovich, Zeev
AU - Granichin, Oleg
AU - Granichina, Olga
AU - Kiyaev, Vladimir
PY - 2017
Y1 - 2017
N2 - This paper discusses a novel methodology for dynamic modeling of writing process. Sequent sub-documents of a given document are described through occurrences of the suitably selected N-grams. The Mean Dependence similarity measures the association between a present sub-document and numerous preceding ones and transforms a document into a time series, which is supposed to be weak stationary if the document is created using the same writing style. A periodogram of this signal estimates its Power Spectral Density providing a spectral attribute of the style. Numerical experiments demonstrate high ability of the proposed method in authorship identification and the reveal of writing style evolution.
AB - This paper discusses a novel methodology for dynamic modeling of writing process. Sequent sub-documents of a given document are described through occurrences of the suitably selected N-grams. The Mean Dependence similarity measures the association between a present sub-document and numerous preceding ones and transforms a document into a time series, which is supposed to be weak stationary if the document is created using the same writing style. A periodogram of this signal estimates its Power Spectral Density providing a spectral attribute of the style. Numerical experiments demonstrate high ability of the proposed method in authorship identification and the reveal of writing style evolution.
KW - Writing style
KW - Authorship Attribution
KW - Spectral attributing
M3 - статья в сборнике материалов конференции
SP - 2063
EP - 2068
BT - 2017 IEEE CONFERENCE ON CONTROL TECHNOLOGY AND APPLICATIONS (CCTA 2017)
PB - IEEE Canada
Y2 - 27 August 2017 through 30 August 2017
ER -
ID: 32479602