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» An empirical study of optimizations in YOGI
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JMLR
2012
11 years 10 months ago
Random Search for Hyper-Parameter Optimization
Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are ...
James Bergstra, Yoshua Bengio
AUTOMATICA
2010
87views more  AUTOMATICA 2010»
13 years 6 months ago
Mutual fund competition in the presence of dynamic flows
This paper analyzes competition between mutual funds in a multiple funds version of the model of Hugonnier and Kaniel [17]. We characterize the set of equilibria for this portfoli...
Michèle Breton, Julien Hugonnier, Tarek Mas...
INFOCOM
2012
IEEE
11 years 10 months ago
A simpler and better design of error estimating coding
—We study error estimating codes with the goal of establishing better bounds for the theoretical and empirical overhead of such schemes. We explore the idea of using sketch data ...
Nan Hua, Ashwin Lall, Baochun Li, Jun Xu
JCP
2006
117views more  JCP 2006»
13 years 7 months ago
Empirical Analysis of Attribute-Aware Recommender System Algorithms Using Synthetic Data
As the amount of online shoppers grows rapidly, the need of recommender systems for e-commerce sites are demanding, especially when the number of users and products being offered o...
Karen H. L. Tso, Lars Schmidt-Thieme
INFOCOM
2010
IEEE
13 years 6 months ago
Near-Optimal Power Control in Wireless Networks: A Potential Game Approach
—We study power control in a multi-cell CDMA wireless system whereby self-interested users share a common spectrum and interfere with each other. Our objective is to design a pow...
Ozan Candogan, Ishai Menache, Asuman E. Ozdaglar, ...