NIPS Workshop on Algebraic and Combinatorial Methods in Machine Learning, Whistler 2008

NIPS Workshop on Algebraic and Combinatorial Methods in Machine Learning, Whistler 2008

10 Videos · Dec 12, 2008

About

There has recently been a surge of interest in algebraic methods in machine learning. In no particular order, this includes: new approaches to ranking problems; the budding field of algebraic statistics; and various applications of non-commutative Fourier transforms.

The aim of the workshop is to bring together these distinct communities, explore connections, and showcase algebraic methods to the machine learning community at large. AML'08 is intended to be accessible to researchers with no prior exposure to abstract algebra. The program includes three short tutorials that will cover the basic concepts necessary for understanding cutting edge research in the field.

More information about workshop - http://www.gatsby.ucl.ac.uk/~risi/AML08/

Videos

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29:08

Learning Parameters in Discrete Naive Bayes Models by Computing Fibers of the Pa...

Vincent Auvray,

Louis Wehenkel

Dec 20, 2008

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4972 views

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25:19

Identity Management On Homogeneous spaces

Xiaoye Jiang,

Leonidas J. Guibas

Dec 20, 2008

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4021 views

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31:53

Alternatives to the Discrete Fourier Transform

Aliaksei Sandryhaila,

Markus Püschel,

Jonathan Gross,

Doru Balcan

Dec 20, 2008

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9131 views

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22:06

Toric Modification on Mixture Models

Keisuke Yamazaki,

Sumio Watanabe

Dec 20, 2008

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3777 views

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34:49

Algebraic statistics for random graph models: Markov bases and their uses

Alessandro Rinaldo,

Stephen E. Fienberg,

Sonja Petrović

Dec 20, 2008

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8081 views

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22:58

Algebraic statistics and contingency tables

Adrian Dobra

Dec 20, 2008

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5186 views

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29:25

Adaptive Fourier-Domain Inference on the Symmetric Group

Jonathan Huang

Dec 20, 2008

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5606 views

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30:25

Consistent Structured Estimation for Weighted Bipartite Matching

James Petterson,

Tibério Caetano,

Julian McAuley

Dec 20, 2008

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5724 views

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20:49

Stationary Subspace Analysis

Frank C. Meinecke,

Paul von Bunau,

Klaus-Robert Müller

Dec 20, 2008

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5807 views

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33:33

Graph Helmholtzian and rank learning

Lek-Heng Lim

Dec 20, 2008

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4649 views