Sunday, December 09, 2007

Worth Reading

Dec. 9 th, 2007
Josef Sivic, Discovering objects and their location in images.
comment: migrating the pLSA (probabilistic latent semantic analysis) from natural language processing domain to image analysis domain. Using bag-of-words strategy to discover multiple objects automatically in a bunch of images.

Thomas Hofmann, Unsupervised Learning by Probabilistic Latent Semantic Analysis.

Thomas Hofmann, Probabilistic Latent Semantic Indexing.

Lihi Zelnik-Manor, Self-Tuning Spectral Clustering.
comment: It's about spectral clustering, with automatic parameter tuning.

Scott Deerwester, Indexing by Latent Semantic Analysis.
comment: A good tutorial for SVD application in semantic analysis and factor analysis. Providing a compact and flexible framework for associating different objects. esp. page 13-14.

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