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 Lectures · 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/

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Uploaded videos:

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34:49

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

Stephen E. Fienberg,

Alessandro Rinaldo,

Sonja Petrović

Dec 20, 2008

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8066 Views

Lecture
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22:58

Algebraic statistics and contingency tables

Adrian Dobra

Dec 20, 2008

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5182 Views

Lecture
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22:06

Toric Modification on Mixture Models

Keisuke Yamazaki,

Sumio Watanabe

Dec 20, 2008

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3774 Views

Lecture
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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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4966 Views

Lecture
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20:49

Stationary Subspace Analysis

Klaus-Robert Müller,

Paul von Bunau,

Frank C. Meinecke

Dec 20, 2008

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5803 Views

Lecture
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31:53

Alternatives to the Discrete Fourier Transform

Doru Balcan,

Aliaksei Sandryhaila,

Jonathan Gross,

Markus Püschel

Dec 20, 2008

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9124 Views

Lecture
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33:33

Graph Helmholtzian and rank learning

Lek-Heng Lim

Dec 20, 2008

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4647 Views

Lecture
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25:19

Identity Management On Homogeneous spaces

Leonidas J. Guibas,

Xiaoye Jiang

Dec 20, 2008

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4014 Views

Lecture
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29:25

Adaptive Fourier-Domain Inference on the Symmetric Group

Jonathan Huang

Dec 20, 2008

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5586 Views

Lecture
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30:25

Consistent Structured Estimation for Weighted Bipartite Matching

Tibério Caetano,

James Petterson,

Julian McAuley

Dec 20, 2008

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5712 Views

Lecture