Joshua B . Tenenbaum , Dimensionality Reduction A Global Geometric Framework for Nonlinear

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  • Joshua B. Tenenbaum
چکیده

http://www.sciencemag.org/cgi/content/full/290/5500/2319 version of this article at: including high-resolution figures, can be found in the online Updated information and services, http://www.sciencemag.org/cgi/content/full/290/5500/2319/DC1 can be found at: Supporting Online Material found at: can be related to this article A list of selected additional articles on the Science Web sites http://www.sciencemag.org/cgi/content/full/290/5500/2319#related-content http://www.sciencemag.org/cgi/content/full/290/5500/2319#otherarticles , 11 of which can be accessed for free: cites 25 articles This article 449 article(s) on the ISI Web of Science. cited by This article has been http://www.sciencemag.org/cgi/content/full/290/5500/2319#otherarticles 30 articles hosted by HighWire Press; see: cited by This article has been http://www.sciencemag.org/cgi/collection/psychology Psychology : subject collections This article appears in the following

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Joshua B . Tenenbaum Reduction A Global Geometric Framework for Nonlinear Dimensionality

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Recently proposed algorithms for nonlinear dimensionality reduction fall broadly into two categories which have different advantages and disadvantages: global (Isomap [1]), and local (Locally Linear Embedding [2], Laplacian Eigenmaps [3]). We present two variants of Isomap which combine the advantages of the global approach with what have previously been exclusive advantages of local methods: c...

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Tenenbaum , Dimensionality Reduction A Global Geometric Framework for Nonlinear

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تاریخ انتشار 2008