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» Latent Semantic Indexing: A Probabilistic Analysis
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94
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CSDA
2008
128views more  CSDA 2008»
14 years 10 months ago
On the equivalence between Non-negative Matrix Factorization and Probabilistic Latent Semantic Indexing
Non-negative Matrix Factorization (NMF) and Probabilistic Latent Semantic Indexing (PLSI) have been successfully applied to document clustering recently. In this paper, we show th...
Chris H. Q. Ding, Tao Li, Wei Peng
81
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IJCNLP
2004
Springer
15 years 3 months ago
Bilingual Chunk Alignment Based on Interactional Matching and Probabilistic Latent Semantic Indexing
Abstract. An integrated method for bilingual chunk partition and alignment, called “Interactional Matching”, is proposed in this paper. Different from former works, our method...
Feifan Liu, Qianli Jin, Jun Zhao, Bo Xu
92
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CIVR
2010
Springer
215views Image Analysis» more  CIVR 2010»
15 years 2 months ago
Multi modal semantic indexing for image retrieval
Popular image retrieval schemes generally rely only on a single mode, (either low level visual features or embedded text) for searching in multimedia databases. Many popular image...
Chandrika Pulla, C. V. Jawahar
CIKM
2008
Springer
15 years 8 days ago
Modeling hidden topics on document manifold
Topic modeling has been a key problem for document analysis. One of the canonical approaches for topic modeling is Probabilistic Latent Semantic Indexing, which maximizes the join...
Deng Cai, Qiaozhu Mei, Jiawei Han, Chengxiang Zhai