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22

NIPS
2007

189views Information Technology» more NIPS 2007»

Learning the structure of manifolds using random projections

13 years 11 months ago

Learning the structure of manifolds using random projections

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We present a simple variant of the k-d tree which automatically adapts to intrinsic low dimensional structure in data.

Yoav Freund, Sanjoy Dasgupta, Mayank Kabra, Nakul ...

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28

MOBIDE
2010
ACM

159views Computer Networks» more MOBIDE 2010»

Random hyperplane projection using derived dimensions

13 years 10 months ago

Random hyperplane projection using derived dimensions

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Konstantinos Georgoulas, Yannis Kotidis

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10

CORR
2008
Springer

79views Education» more CORR 2008»

Random Projections for the Nonnegative Least-Squares Problem

13 years 10 months ago

Random Projections for the Nonnegative Least-Squares Problem

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Christos Boutsidis, Petros Drineas

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23

AMCS
2008

116views Mathematics» more AMCS 2008»

Random Projection RBF Nets for Multidimensional Density Estimation

13 years 9 months ago

Random Projection RBF Nets for Multidimensional Density Estimation

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Ewa Skubalska-Rafajlowicz

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30

IJAIT
2007

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Document Retrieval by Projection Based Frequency Distribution

13 years 10 months ago

Document Retrieval by Projection Based Frequency Distribution

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In document retrieval task, random projection (RP) is a useful technique of dimension reduction. It can be obtained very quickly yet the recalculation is not necessary to any chang...

Isamu Shioya, Hirohito Oh'uchi, Takao Miura

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