Computational methods in authorship attribution
نویسندگان
چکیده
منابع مشابه
Computational methods in authorship attribution
Statistical authorship attribution has a long history, culminating in the use of modern machine learning classification methods. Nevertheless, most of this work suffers from the limitation of assuming a small closed set of candidate authors and essentially unlimited training text for each. Real-life authorship attribution problems, however, typically fall short of this ideal. Thus, following de...
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The efficacy of syntactic features for topic-independent authorship attribution is evaluated, taking a feature set of frequencies of words and punctuation marks as baseline. The features are ‘deep’ in the sense that they are derived by parsing the subject texts, in contrast to ‘shallow’ syntactic features for which a part-of-speech analysis is enough. The experiments are conducted on a corpus o...
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Authorship attribution supported by statistical or computational methods has a long history starting from 19th century and marked by the seminal study of Mosteller and Wallace (1964) on the authorship of the disputed Federalist Papers. During the last decade, this scientific field has been developed substantially taking advantage of research advances in areas such as machine learning, informati...
متن کاملAuthorship Attribution
Authorship attribution, the science of inferring characteristics of the author from the characteristics of documents written by that author, is a problem with a long history and a wide range of application. Recent work in “non-traditional” authorship attribution demonstrates the practicality of automatically analyzing documents based on authorial style, but the state of the art is confusing. An...
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This article examines the diversity of methods in authorship attribution through a lens which focuses attention on a single common element. The current state of authorship attribution study is spread throughout so many academic and non -academic disciplines that it is nigh impossible to describe all of the various assumptions about language and authorship. The disciplines involved in authorship...
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ژورنال
عنوان ژورنال: Journal of the American Society for Information Science and Technology
سال: 2009
ISSN: 1532-2882,1532-2890
DOI: 10.1002/asi.20961