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Incremental Eigen Decomposition  (Make Corrections)  
James T. Kwok and Haitao Zhao Department of Computer Science Hong Kong...



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Abstract: Eigen decomposition is a central mathematical tool in many pattern recognition and machine learning techniques. However, it becomes computationally infeasible in the presence of a large set of high-dimensional samples. Moreover, in highly dynamic domains with a continual supply of new samples, an incremental approach that keeps on updating the eigen decomposition will be more desirable than the traditional approach of simply re-computing the decomposition from scratch. In this paper, by using a ... (Update)

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BibTeX entry:   (Update)

@misc{ and-incremental,
  author = "James Kwok And",
  title = "Incremental Eigen Decomposition",
  url = "citeseer.ist.psu.edu/610624.html" }
Citations (may not include all citations):
412   Journal of Cognitive Neuroscience (context) - Turk, Pentland et al. - 1991
329   Principal Component Analysis (context) - Jolliffe - 2002
192   Using linear algebra for intelligent information retrieval - Berry, Dumais et al. - 1995
111   Optimal unsupervised learning in a single-layer linear feedf.. (context) - Sanger - 1989
54   On stochastic approximation of the eigenvectors and eigenval.. (context) - Oja, Karhunen - 1985
7   On updating problems in latent semantic indexing (context) - Zha, Simon - 1999
4   On matrices with low-rank-plus-shift structures: Partial SVD.. (context) - Zha, Zhang - 1999
3   Information management tools for updating an SVDencoded inde.. - O'Brien - 1994
2   Principal components biplots and Alpha and Beta diversity (context) - Braak - 1983
2   Complementary candid incremental principal component analysi.. (context) - Weng, Zhang et al. - 2003

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