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» Sparse probabilistic classifiers

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DAGSTUHL
2006

106views Software Engineering» more DAGSTUHL 2006»

Probabilistically Stable Numerical Sparse Polynomial Interpolation

13 years 9 months ago

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We consider the problem of sparse interpolation of a multivariate black-box polynomial in floating-point arithmetic. That is, both the inputs and outputs of the black-box polynomia...

Mark Giesbrecht, George Labahn, Wen-shin Lee

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JMLR
2012

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On Sparse, Spectral and Other Parameterizations of Binary Probabilistic Models

11 years 10 months ago

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This paper studies issues relating to the parameterization of probability distributions over binary data sets. Several such parameterizations of models for binary data are known, ...

David Buchman, Mark W. Schmidt, Shakir Mohamed, Da...

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ICCV
2003
IEEE

196views Computer Vision» more ICCV 2003»

A Sparse Probabilistic Learning Algorithm for Real-Time Tracking

14 years 9 months ago

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This paper addresses the problem of applying powerful pattern recognition algorithms based on kernels to efficient visual tracking. Recently Avidan [1] has shown that object recog...

Oliver M. C. Williams, Andrew Blake, Roberto Cipol...

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UAI
2001

93views Artificial Intelligence» more UAI 2001»

Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments

13 years 9 months ago

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Alexandrin Popescul, Lyle H. Ungar, David M. Penno...

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