TY - GEN
T1 - Search results clustering based on a linear weighting method of similarity
AU - Zheng, Dequan
AU - Liu, Haibo
AU - Zhao, Tiejun
PY - 2011
Y1 - 2011
N2 - The cluster of search results can facilitate users in finding the needed from massive information. But the effect of the traditional text clustering has been verified not good enough. Lingo Algorithm, which adopts LSI for clustering, generates candidate labels first, then distributes the documents, and forms the clusters finally. On the basis of Lingo Algorithm, this paper presents a linear weighted method of Single-Pass improvement, which integrates HowNet semantic similarity and cosine similarity, fuses and rediscovers clusters, and extracting the cluster labels. The experiments have showed that our method it achieves a good results in clusters in the form of purity and F-measure.
AB - The cluster of search results can facilitate users in finding the needed from massive information. But the effect of the traditional text clustering has been verified not good enough. Lingo Algorithm, which adopts LSI for clustering, generates candidate labels first, then distributes the documents, and forms the clusters finally. On the basis of Lingo Algorithm, this paper presents a linear weighted method of Single-Pass improvement, which integrates HowNet semantic similarity and cosine similarity, fuses and rediscovers clusters, and extracting the cluster labels. The experiments have showed that our method it achieves a good results in clusters in the form of purity and F-measure.
KW - Cosine similarity
KW - Information retrieval
KW - Lingo algorithm
KW - Semantic similarity
KW - Text clustering
UR - https://www.scopus.com/pages/publications/84862971780
U2 - 10.1109/IALP.2011.72
DO - 10.1109/IALP.2011.72
M3 - 会议稿件
AN - SCOPUS:84862971780
SN - 9780769545547
T3 - Proceedings - 2011 International Conference on Asian Language Processing, IALP 2011
SP - 123
EP - 126
BT - Proceedings - 2011 International Conference on Asian Language Processing, IALP 2011
T2 - 2011 International Conference on Asian Language Processing, IALP 2011
Y2 - 15 November 2011 through 17 November 2011
ER -