TY - JOUR
T1 - Fast co-occurrence thesaurus construction for Chinese news
AU - Tseng, Yuen Hsien
PY - 2001
Y1 - 2001
N2 - This paper reports an approach to automatic thesaurus construction for Chinese news articles. An effective Chinese word segmentation and keyword extraction algorithm is first presented. For each document, an average of 33% keywords unknown to a lexicon of 123,226 terms can be identified. The extraction error rate is 3.6%. Keywords extracted from each document are then further filtered for term association analysis by a modified Dice coefficient formula. Association weights larger than a threshold are then accumulated over all the documents to yield the final term pair similarities. Compared to previous studies, this method not only speeds up the thesaurus generation process drastically, but also achieves a similar percentage level of term relatedness.
AB - This paper reports an approach to automatic thesaurus construction for Chinese news articles. An effective Chinese word segmentation and keyword extraction algorithm is first presented. For each document, an average of 33% keywords unknown to a lexicon of 123,226 terms can be identified. The extraction error rate is 3.6%. Keywords extracted from each document are then further filtered for term association analysis by a modified Dice coefficient formula. Association weights larger than a threshold are then accumulated over all the documents to yield the final term pair similarities. Compared to previous studies, this method not only speeds up the thesaurus generation process drastically, but also achieves a similar percentage level of term relatedness.
KW - Chinese
KW - Co-occurrence analysis
KW - Co-occurrence thesaurus
KW - Unknown word identification
KW - Word segmentation
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M3 - Conference article
AN - SCOPUS:0035723482
SN - 0884-3627
VL - 2
SP - 853
EP - 858
JO - Proceedings of the IEEE International Conference on Systems, Man and Cybernetics
JF - Proceedings of the IEEE International Conference on Systems, Man and Cybernetics
T2 - 2001 IEEE International Conference on Systems, Man and Cybernetics
Y2 - 7 October 2001 through 10 October 2001
ER -