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Probabilistic Automaton Model for Fuzzy English-Text Retrieval

Identifieur interne : 001E26 ( Main/Merge ); précédent : 001E25; suivant : 001E27

Probabilistic Automaton Model for Fuzzy English-Text Retrieval

Auteurs : Manabu Ohta [Japon] ; Atsuhiro Takasu [Japon] ; Jun Adachi [Japon]

Source :

RBID : ISTEX:7A84C4BC65B7B2EB89AF505B34B703625606EB1B

Abstract

Abstract: Optical character reader (OCR) misrecognition is a serious problem when searching against OCR-scanned documents in databases such as digital libraries. This paper proposes fuzzy retrieval methods for English text that contains errors in the recognized text without cor- recting the errors manually. Costs are thereby reduced. The proposed methods generate multiple search terms for each input query term based on probabilistic automata reflecting both error-occurrence probabilities and character-connection probabilities. Experimental results of test-set retrieval indicate that one of the proposed methods improves the recall rate from 95.56% to 97.88% at the cost of a decrease in precision rate from 100.00% to 95.52% with 20 expanded search terms.

Url:
DOI: 10.1007/3-540-45268-0_4

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ISTEX:7A84C4BC65B7B2EB89AF505B34B703625606EB1B

Le document en format XML

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<div type="abstract" xml:lang="en">Abstract: Optical character reader (OCR) misrecognition is a serious problem when searching against OCR-scanned documents in databases such as digital libraries. This paper proposes fuzzy retrieval methods for English text that contains errors in the recognized text without cor- recting the errors manually. Costs are thereby reduced. The proposed methods generate multiple search terms for each input query term based on probabilistic automata reflecting both error-occurrence probabilities and character-connection probabilities. Experimental results of test-set retrieval indicate that one of the proposed methods improves the recall rate from 95.56% to 97.88% at the cost of a decrease in precision rate from 100.00% to 95.52% with 20 expanded search terms.</div>
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