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The Influence of Text Pre-processing on Plagiarism Detection

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F09%3A00502242" target="_blank" >RIV/49777513:23520/09:00502242 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    The Influence of Text Pre-processing on Plagiarism Detection

  • Original language description

    This paper explores the influence of text pre-processing techniques on plagiarism detection. We examine stop-word removal, lemmatization, number replacement, synonymy recognition, and word generalization. We also look into the influence of punctuation and word-order within N-grams. All these techniques are evaluated according to their impact on F1-measure and speed of execution. Our experiments were performed on a Czech corpus of plagiarized documents about politics. At the end of this paper, we proposewhat we consider to be the best combination of text pre-processing techniques.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JC - Computer hardware and software

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/2C06009" target="_blank" >2C06009: Complex knowledge base tools for natural language communication with the semantic web</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2009

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    International conference recent advances in natural language processing

  • ISBN

  • ISSN

    1313-8502

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

  • Publisher name

    Incoma Ltd.

  • Place of publication

    Shoumen

  • Event location

    Borovets, Bulgaria

  • Event date

    Sep 16, 2009

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article