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134
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ICDM
2007
IEEE
179views Data Mining» more  ICDM 2007»
15 years 10 months ago
GDClust: A Graph-Based Document Clustering Technique
This paper introduces a new technique of document clustering based on frequent senses. The proposed system, GDClust (Graph-Based Document Clustering) works with frequent senses ra...
M. Shahriar Hossain, Rafal A. Angryk
122
Voted
ICMCS
2005
IEEE
117views Multimedia» more  ICMCS 2005»
15 years 9 months ago
Interactive Clustering of Video Segments for Media Structuring
Structuring video data is necessary for its effective retrieval and summarization. In particular, collecting similar scenes from semantic aspects highly contributes to the structu...
Yukihiro Kinoshita, Naoko Nitta, Noboru Babaguchi
139
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CIS
2005
Springer
15 years 9 months ago
Concept Chain Based Text Clustering
Different from familiar clustering objects, text documents have sparse data spaces. A common way of representing a document is as a bag of its component words, but the semantic re...
Shaoxu Song, Jian Zhang, Chunping Li
129
Voted
ECML
2006
Springer
15 years 7 months ago
Efficient Prediction-Based Validation for Document Clustering
Recently, stability-based techniques have emerged as a very promising solution to the problem of cluster validation. An inherent drawback of these approaches is the computational c...
Derek Greene, Padraig Cunningham
ADMA
2007
Springer
133views Data Mining» more  ADMA 2007»
15 years 10 months ago
Clustering Massive Text Data Streams by Semantic Smoothing Model
Yubao Liu, Jiarong Cai, Jian Yin, Ada Wai-Chee Fu