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Abstract: The representation of documents and queries as vectors in a high-dimensional space is well-established in information retrieval [1]. This paper proposes to represent the semantics of words and contexts in a text as vectors. The dimensions of the space are words and the initial vectors are determined by the words occurring close to the entity to be represented which implies that the space has several thousand dimensions (words). This makes the vector representations (which are dense) too... (Update)
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BibTeX entry: (Update)
Hinrich Schutze. 1992. Dimensions of meaning. In Proceedings of Supercomputing, pages 787--796, Minneapolis. http://citeseer.ist.psu.edu/23424.html More
@inproceedings{ schutze92dimensions,
author = "Hinrich Schutze",
title = "Dimensions of meaning",
booktitle = "Proceedings of Supercomputing '92, Minneapolis.",
pages = "787--796",
year = "1992",
url = "citeseer.ist.psu.edu/23424.html" }
Citations (may not include all citations):1256 Introduction to modern information retrieval (context) - Salton, McGill - 1983 ACM
568 Indexing by latent semantic analysis - Deerwester, Dumais et al. - 1990 DBLP
550 Parallel Distributed Processing (context) - Rumelhart, McClelland et al. - 1986 ACM
329 Principal Component Analysis (context) - Jolliffe - 1986 ACM
153 AutoClass: A Bayesian classification system (context) - Cheeseman, Kelly et al. - 1988 DBLP
148 Word-sense disambiguation using statistical models of Roget'.. - Yarowsky - 1992 ACM
146 Building Large Knowledge-Based Systems (context) - Lenat, Guha - 1989
103 Scatter-gather: A cluster-based approach to browsing large d.. - Cutting, Karger et al. - 1992
65 Word-sense disambiguation using statistical methods - Brown, Pietra et al. - 1991
43 Word association norms, mutual information and lexicography - Church, Hanks - 1989 DBLP
39 Methods for Statistical Data Analysis of Multivariate Observ.. (context) - Gnanadesikan - 1977
20 Using bilingual materials to develop word sense disambiguati.. (context) - Gale, Church et al. - 1992
The graph only includes citing articles where the year of publication is known.
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