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Authorship Verification based on Syntax Features

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14330%2F12%3A00062288" target="_blank" >RIV/00216224:14330/12:00062288 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Authorship Verification based on Syntax Features

  • Original language description

    Authorship verification is wildly discussed topic at these days. In the authorship verification problem, we are given examples of the writing of an author and are asked to determine if given texts were or were not written by this author. In this paper wepresent an algorithm using syntactic analysis system SET for verifying authorship of the documents. We propose three variants of two-class machine learning approach to authorship verification. Syntactic features are used as attributes in suggested algorithms and their performance is compared to established word-lenth distribution features. Results indicate that syntactic features provide enough information to improve accuracy of authorship verification algorithms.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    AI - Linguistics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/VF20102014003" target="_blank" >VF20102014003: Natural Language Analysis in the Internet Environment</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2012

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the Sixth Workshop on Recent Advances in Slavonic Natural Language Processing, RASLAN 2012

  • ISBN

    9788026303138

  • ISSN

  • e-ISSN

  • Number of pages

    9

  • Pages from-to

    111-119

  • Publisher name

    Tribun EU

  • Place of publication

    Brno (Czech Republic)

  • Event location

    Karlova Studánka, Czech Republic

  • Event date

    Dec 7, 2012

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article