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» On Multiple Linear Approximations

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JMLR
2006

140views more JMLR 2006»

Active Learning in Approximately Linear Regression Based on Conditional Expectation of Generalization Error

13 years 7 months ago

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The goal of active learning is to determine the locations of training input points so that the generalization error is minimized. We discuss the problem of active learning in line...

Masashi Sugiyama

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IPPS
2008
IEEE

128views Distributed And Parallel Com...» more IPPS 2008»

Approximating max-min linear programs with local algorithms

14 years 1 months ago

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Patrik Floréen, Petteri Kaski, Topi Musto, ...

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DEXAW
2007
IEEE

135views Database» more DEXAW 2007»

Unsupervised Learning of Manifolds via Linear Approximations

14 years 1 months ago

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In this paper, we examine the application of manifold learning to the clustering problem. The method used is Locality Preserving Projections (LPP), which is chosen because of its ...

Hassan A. Kingravi, M. Emre Celebi, Pragya P. Raja...

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CPM
2007
Springer

78views Combinatorics» more CPM 2007»

Common Structured Patterns in Linear Graphs: Approximation and Combinatorics

14 years 1 months ago