Effective Web and Desktop Retrieval with Enhanced Semantic Spaces

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Effective Web and Desktop Retrieval with

Enhanced Semantic Spaces

Amjad M. Daoud

American University of the Middle East, Kuwait

Abstract. We describe the design and implementation of the NETBOOK prototype system for collecting, structuring and efficiently creating semantic vectors for concepts, noun phrases, and documents from

a corpus of free full text ebooks available on the World Wide Web. Automatic generation of concept maps from correlated index terms and extracted noun phrases are used to build a powerful conceptual index of individual pages. To ensure scalabilty of our system, dimension reduction is performed using Random Projection. Furthermore, we present a complete evaluation of the relative effectiveness of the NETBOOK system versus the Google Desktop