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Dimension reduction / Nearest neighbor graph / Nearest neighbor search / Nonlinear dimensionality reduction / K-nearest neighbor algorithm / Relative neighborhood graph / Graph / Planar separator theorem / Path decomposition / Graph theory / Mathematics / Search algorithms


Scalable k-NN graph construction for visual descriptors∗ Jing Wang† Jingdong Wang‡ Gang Zeng† Zhuowen Tu‡ § Rui Gan† Shipeng Li‡ † Peking University ‡Microsoft Research Asia § Lab of Neuro Imaging and
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Document Date: 2012-03-30 05:59:42


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Oxford / /

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Computer Sciences / PpL / /

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University of Massachusetts / University of Wisconsin / /

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approximate nearest neighbors algorithm / approximate search / Divide-and-conquer algorithm / binary search trees / data mining / online implementation available1 / nearest neighbor search algorithm / divide-and-conquer algorithms / kd-tree search / search algorithm / approximate nearest neighbor search methods / search methods / search method / Object mining / above algorithms / proposed neighborhood graph construction algorithm / approximate nearest neighbor search / neighborhood construction algorithms / straightforward solution / image search / internet search / parallel fast algorithm / naive solution / nearest neighbor search / /

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UCLA / National Science Foundation / idf / University of Massachusetts / Amherst / U.S. Securities and Exchange Commission / National Academy of Sciences / Peking University / Department of Computer Science / National Bureau of Standards / Lab of Neuro Imaging / University of Wisconsin / Madison / /

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Gang Zeng† Zhuowen Tu / Rui Gan† Shipeng Li / Christ Church Cornmarket Hertford Keble / Jing Wang / Gang Zeng / J. B. Tenenbaum / V / /

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0.100 0.360 0.833 0.829 0.667 1.000 1.000 0.820 0.740 / /

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Wisconsin / Massachusetts / /

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Machine Learning / Proceedings of the National Academy of Sciences / Journal of Machine Learning Research / /

Technology

Lanczos algorithm / above algorithms / bioinformatics / NN search algorithm / multisorting algorithm / Randomized approximate nearest neighbors algorithm / machine learning / proposed neighborhood graph construction algorithm / two algorithms / Divide-and-conquer algorithm / nearest neighbor search algorithm / existing neighborhood construction algorithms / data mining / divide-and-conquer algorithms / /

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