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Exploring Wikipedia’s Category Graph for Query Classification

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Autonomous and Intelligent Systems (AIS 2011)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 6752))

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Abstract

Wikipedia’s category graph is a network of 400,000 interconnected category labels, and can be a powerful resource for many classification tasks. However, its size and the lack of order can make it difficult to navigate. In this paper, we present a new algorithm to efficiently explore this graph and discover accurate classification labels. We implement our algorithm as the core of a query classification system and demonstrate its reliability using the KDD CUP 2005 competition as a benchmark.

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Alemzadeh, M., Khoury, R., Karray, F. (2011). Exploring Wikipedia’s Category Graph for Query Classification. In: Kamel, M., Karray, F., Gueaieb, W., Khamis, A. (eds) Autonomous and Intelligent Systems. AIS 2011. Lecture Notes in Computer Science(), vol 6752. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21538-4_22

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  • DOI: https://doi.org/10.1007/978-3-642-21538-4_22

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-21537-7

  • Online ISBN: 978-3-642-21538-4

  • eBook Packages: Computer ScienceComputer Science (R0)

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