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ICML
2003
IEEE

129views Machine Learning» more ICML 2003»

Learning on the Test Data: Leveraging Unseen Features

14 years 5 months ago

Download www.cis.upenn.edu

This paper addresses the problem of classification in situations where the data distribution is not homogeneous: Data instances might come from different locations or times, and t...

Benjamin Taskar, Ming Fai Wong, Daphne Koller

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ICML
2003
IEEE

156views Machine Learning» more ICML 2003»

AWESOME: A General Multiagent Learning Algorithm that Converges in Self-Play and Learns a Best Response Against Stationary Oppon

14 years 5 months ago

Download www-2.cs.cmu.edu

A satisfactory multiagent learning algorithm should, at a minimum, learn to play optimally against stationary opponents and converge to a Nash equilibrium in self-play. The algori...

Vincent Conitzer, Tuomas Sandholm

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ICML
2010
IEEE

259views Machine Learning» more ICML 2010»

On the Consistency of Ranking Algorithms

13 years 6 months ago

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We present a theoretical analysis of supervised ranking, providing necessary and sufficient conditions for the asymptotic consistency of algorithms based on minimizing a surrogate...

John Duchi, Lester W. Mackey, Michael I. Jordan

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