Date of Publication
8-5-2004
Document Type
Master's Thesis
Degree Name
Master of Science in Computer Science
Subject Categories
Computer Sciences
College
College of Computer Studies
Department/Unit
Computer Science
Thesis Adviser
Rachel Edita O. Roxas
Defense Panel Chair
Allan B. Borra
Defense Panel Member
Lolita Reyes
Ethel C. Ong
Abstract/Summary
AutoCor is a method for the automatic acquisition and classification of corpora of documents in closely-related languages. It is an extension and enhancement of CorpusBuilder, a system that automatically builds specific minority language corpora from a closed corpus (Ghani, et al, 2001a). AutoCor used the query generation method odds ratio which was reported to produce best results in CorpusBuilder. It considered closely-related languages rather than a single minority language, and introduced the concept of common word pruning to the language models of closely-related languages, which was found to improve the precision of the system. The method was implemented in PHP and PERL & tested on 3 most closely-related languages in the Philippines, namely: Bicolano, Cebuano and Tagalog (Fortunato, 1993). Each of the target languages was tested for query lengths 1 to 5, with 100 generated queries per query length, both with and without pruning. Precision and recall were computed per query, and average precision was computed per query length. The results show that common word pruning improved the precision of the system (Bicolano: with 52.96% highest improvement at query length 4, Cebuano: with 18.00% highest improvement at query length 1, Tagalog: with 19.78% highest improvement at query length 2).
Abstract Format
html
Language
English
Format
Accession Number
TG03719; CDTG003719
Shelf Location
Archives, The Learning Commons, 12F Henry Sy Sr. Hall
Physical Description
vii, 158 leaves ; 28 cm. + 1 computer optical disc.
Keywords
Query languages (Computer science); Corpora (Linguistics); Machine translating; Computational linguistics; QUERY (Information retrieval system); Language and languages
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Recommended Citation
Dimalen, D. D. (2004). AutoCor: Automatic acquisition of corpora of closely-related languages. Retrieved from https://animorepository.dlsu.edu.ph/etd_masteral/3185