TY - GEN
T1 - Fuzzy-rough set aided sentence extraction summarization
AU - Huang, Hsun Hui
AU - Kuo, Yau Hwang
AU - Yang, Horng Chang
PY - 2006
Y1 - 2006
N2 - In this paper, a novel method is proposed to extract key sentences of a document as its summary by estimating the relevance of sentences through the use of fuzzy-rough sets. This method uses senses rather than raw words to lessen the problem that sentences of the same or similar semantic meaning but written in synonyms are treated differently. Also included is semantic clustering, used to avoid selecting redundant key sentences. A prototype of this automatic text summarization scheme is constructed and an intrinsic method with criteria widely used in informationretrieval systems is employed for measuring the summary quality. The results of applying the prototype to datasets with manually-generated summaries are shown.
AB - In this paper, a novel method is proposed to extract key sentences of a document as its summary by estimating the relevance of sentences through the use of fuzzy-rough sets. This method uses senses rather than raw words to lessen the problem that sentences of the same or similar semantic meaning but written in synonyms are treated differently. Also included is semantic clustering, used to avoid selecting redundant key sentences. A prototype of this automatic text summarization scheme is constructed and an intrinsic method with criteria widely used in informationretrieval systems is employed for measuring the summary quality. The results of applying the prototype to datasets with manually-generated summaries are shown.
UR - http://www.scopus.com/inward/record.url?scp=45849086587&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=45849086587&partnerID=8YFLogxK
U2 - 10.1109/ICICIC.2006.90
DO - 10.1109/ICICIC.2006.90
M3 - Conference contribution
AN - SCOPUS:45849086587
SN - 0769526160
SN - 9780769526164
T3 - First International Conference on Innovative Computing, Information and Control 2006, ICICIC'06
SP - 450
EP - 453
BT - First International Conference on Innovative Computing, Information and Control 2006, ICICIC'06
T2 - 1st International Conference on Innovative Computing, Information and Control 2006, ICICIC'06
Y2 - 30 August 2006 through 1 September 2006
ER -