Institute of Computing Technology, Chinese Academy IR
Semantic scoring based on small-world phenomenon for feature selection in text mining | |
Huang, Chong; Tian, Yonghong; Huang, Tiejun; Gao, Wen | |
2006 | |
发表期刊 | ADVANCED DATA MINING AND APPLICATIONS, PROCEEDINGS |
ISSN | 0302-9743 |
卷号 | 4093页码:636-643 |
摘要 | This paper proposes an effective scoring scheme for feature selection in Text Mining, using characteristics of Small-World Phenomenon on the semantic networks of documents. Our focus is on the reservation of both syntactic and statistical information of words, rather than solely simple frequency summarization in prevailing scoring schemes, such as TFIDF. Experimental results on TREC dataset show that our scoring scheme outperforms the prevailing schemes. |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Information Systems |
WOS记录号 | WOS:000240088200070 |
出版者 | SPRINGER-VERLAG BERLIN |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/10424 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Huang, Chong |
作者单位 | 1.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China 2.Chinese Acad Sci, Comp Technol Inst, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Huang, Chong,Tian, Yonghong,Huang, Tiejun,et al. Semantic scoring based on small-world phenomenon for feature selection in text mining[J]. ADVANCED DATA MINING AND APPLICATIONS, PROCEEDINGS,2006,4093:636-643. |
APA | Huang, Chong,Tian, Yonghong,Huang, Tiejun,&Gao, Wen.(2006).Semantic scoring based on small-world phenomenon for feature selection in text mining.ADVANCED DATA MINING AND APPLICATIONS, PROCEEDINGS,4093,636-643. |
MLA | Huang, Chong,et al."Semantic scoring based on small-world phenomenon for feature selection in text mining".ADVANCED DATA MINING AND APPLICATIONS, PROCEEDINGS 4093(2006):636-643. |
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