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CDC
2009
IEEE
169views Control Systems» more  CDC 2009»
14 years 3 months ago
Parametric regret in uncertain Markov decision processes
— We consider decision making in a Markovian setup where the reward parameters are not known in advance. Our performance criterion is the gap between the performance of the best ...
Huan Xu, Shie Mannor
ICASSP
2011
IEEE
13 years 2 months ago
Scalable robust hypothesis tests using graphical models
Traditional binary hypothesis testing relies on the precise knowledge of the probability density of an observed random vector conditioned on each hypothesis. However, for many app...
Divyanshu Vats, Vishal Monga, Umamahesh Srinivas, ...
NIPS
2007
14 years 8 days ago
Statistical Analysis of Semi-Supervised Regression
Semi-supervised methods use unlabeled data in addition to labeled data to construct predictors. While existing semi-supervised methods have shown some promising empirical performa...
John D. Lafferty, Larry A. Wasserman
ICASSP
2007
IEEE
14 years 5 months ago
A Joint Minimax Approach for Binaural Rendering of Audio Through Loudspeakers
This paper describes a method for jointly designing the crosstalk cancellation filters to facilitate binaural rendering of audio through loudspeakers. The minimax criterion is us...
Harsha I. K. Rao, V. John Mathews, Young-Cheol Par...
SIGECOM
2010
ACM
183views ECommerce» more  SIGECOM 2010»
14 years 3 months ago
Assessing regret-based preference elicitation with the UTPREF recommendation system
Product recommendation and decision support systems must generally develop a model of user preferences by querying or otherwise interacting with a user. Recent approaches to elici...
Darius Braziunas, Craig Boutilier