Using Wikipedia with associative networks for document classification

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    Abstract

    We demonstrate a new technique for building associative networks based on Wikipedia, comparing them to WordNet-based associative networks that we used previously, nding the Wikipedia-based networks to perform better at document classification. Additionally, we compare the performance of associative networks to various other text classification techniques using the Reuters-21578 dataset, establishing that associative networks can achieve comparable results.
    Original languageUndefined
    Title of host publicationProceedings of the European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2013
    Place of PublicationBruges
    PublisherESANN
    Pages47-52
    Number of pages6
    ISBN (Print)978-2-87419-081-0
    Publication statusPublished - 24 Apr 2013

    Publication series

    Name
    PublisherESANN

    Keywords

    • EWI-24137
    • METIS-302578
    • IR-88564

    Cite this

    Bloom, N., Theune, M., & de Jong, F. M. G. (2013). Using Wikipedia with associative networks for document classification. In Proceedings of the European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2013 (pp. 47-52). Bruges: ESANN.