Explorations in Automatic Thesaurus Discovery

Name: Explorations in Automatic Thesaurus Discovery
Brand: Springer
SKU: 9780792394686
Price: 162.98 EUR
Availability: InStock

Autor: Gregory Grefenstette

Jazyk:

Väzba: Pevná

Vydavateľ: Springer

Dostupnosť: Skladom u dodávateľa v malom množstve

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162.98 €

Explorations in Automatic Thesaurus Discovery presents an automated method for creating a first-draf...

Informácie o knihe

Autor

Gregory Grefenstette

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

1994

Stránok

305

EAN

9780792394686

ISBN

0792394682

Enbook ID

01398253

Vydavateľ

Springer

Hmotnosť

1390

Rozmery

155 x 235 x 20

Kompletný popis

Explorations in Automatic Thesaurus Discovery presents an automated method for creating a first-draft thesaurus from raw text. It describes natural processing steps of tokenization, surface syntactic analysis, and syntactic attribute extraction. From these attributes, word and term similarity is calculated and a thesaurus is created showing important common terms and their relation to each other, common verb--noun pairings, common expressions, and word family members. The techniques are tested on twenty different corpora ranging from baseball newsgroups, assassination archives, medical X-ray reports, abstracts on AIDS, to encyclopedia articles on animals, even on the text of the book itself. The corpora range from 40,000 to 6 million characters of text, and results are presented for each in the Appendix. The methods described in the book have undergone extensive evaluation. Their time and space complexity are shown to be modest. The results are shown to converge to a stable state as the corpus grows. The similarities calculated are compared to those produced by psychological testing. A method of evaluation using Artificial Synonyms is tested. Gold Standards evaluation show that techniques significantly outperform non-linguistic-based techniques for the most important words in corpora. Explorations in Automatic Thesaurus Discovery includes applications to the fields of information retrieval using established testbeds, existing thesaural enrichment, semantic analysis. Also included are applications showing how to create, implement, and test a first-draft thesaurus.

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Explorations in Automatic Thesaurus Discovery

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