Feature Selection in Time Aware Authorship Attribution

Authorship Identification is task to identify author of an article or document whose author is not known. This can be possible by comparing set of articles or documents whose authorship is known to this unknown article. This paper presents comparative approach based on similarity of unknown documents against the known by use of various features. The main focus of the paper is to show the difference in articles which were written in different time frames. And also observe, how the feature gets addressed in this different time frame of the same author. All method shows the comparison over several features.

[1]  Benjamin C. M. Fung,et al.  A Visualizable Evidence-Driven Approach for Authorship Attribution , 2015, TSEC.

[2]  Fuchun Peng,et al.  N-GRAM-BASED AUTHOR PROFILES FOR AUTHORSHIP ATTRIBUTION , 2003 .

[3]  Jacques Savoy,et al.  A simple and efficient algorithm for authorship verification , 2017, J. Assoc. Inf. Sci. Technol..

[4]  Efstathios Stamatatos,et al.  A survey of modern authorship attribution methods , 2009, J. Assoc. Inf. Sci. Technol..

[5]  Margaret L. Kern,et al.  Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach , 2013, PloS one.

[6]  Hsinchun Chen,et al.  A framework for authorship identification of online messages: Writing-style features and classification techniques , 2006 .

[7]  Shlomo Argamon,et al.  Authorship attribution in the wild , 2010, Lang. Resour. Evaluation.

[8]  Fazli Can,et al.  Change of Writing Style with Time , 2004, Comput. Humanit..

[9]  Mike Kestemont,et al.  Function Words in Authorship Attribution. From Black Magic to Theory? , 2014, CLfL@EACL.

[10]  Maarten Marx,et al.  Time-Aware Authorship Attribution for Short Text Streams , 2015, SIGIR.

[11]  Efstathios Stamatatos,et al.  Automatic Text Categorization In Terms Of Genre and Author , 2000, CL.

[12]  Rajarathnam Chandramouli,et al.  Author gender identification from text , 2011, Digit. Investig..

[13]  Rajesh S. Prasad,et al.  Authorship Analysis and Identification Techniques: A Review , 2013 .

[14]  Efstathios Stamatatos,et al.  Authorship Attribution for Social Media Forensics , 2017, IEEE Transactions on Information Forensics and Security.

[15]  Nick Cercone,et al.  N-GRAM-BASED AUTHOR PROFILES FOR , 2003 .

[16]  Stefanos Gritzalis,et al.  Source Code Author Identification Based on N-gram Author Profiles , 2006, AIAI.

[17]  Kevin Burns,et al.  Bayesian inference in disputed authorship: A case study of cognitive errors and a new system for decision support , 2006, Inf. Sci..