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JMLR
2010
135views more  JMLR 2010»
15 years 5 months ago
Bundle Methods for Regularized Risk Minimization
A wide variety of machine learning problems can be described as minimizing a regularized risk functional, with different algorithms using different notions of risk and differen...
Choon Hui Teo, S. V. N. Vishwanathan, Alex J. Smol...
JPDC
2010
65views more  JPDC 2010»
15 years 5 months ago
Combining shared-coin algorithms
This paper shows that shared coin algorithms can be combined to optimize several complexity measures, even in the presence of a strong adversary. By combining shared coins of Brac...
James Aspnes, Hagit Attiya, Keren Censor
ISVD
2010
IEEE
15 years 4 months ago
Hydration Shells in Voronoi Tessellations
An interesting property of the Voronoi tessellation is studied in the context of its application to the analysis of hydration shells in computer simulation of solutions. Namely the...
V. P. Voloshin, Alexey V. Anikeenko, Nikolai N. Me...
GECCO
2009
Springer
162views Optimization» more  GECCO 2009»
15 years 4 months ago
Uncertainty handling CMA-ES for reinforcement learning
The covariance matrix adaptation evolution strategy (CMAES) has proven to be a powerful method for reinforcement learning (RL). Recently, the CMA-ES has been augmented with an ada...
Verena Heidrich-Meisner, Christian Igel
145
Voted
CORR
2010
Springer
77views Education» more  CORR 2010»
15 years 4 months ago
Implicit Renewal Theory and Power Tails on Trees
: We extend Goldie's (1991) Implicit Renewal Theorem to enable the analysis of recursions on weighted branching trees. We illustrate the developed method by deriving the power...
Predrag R. Jelenkovic, Mariana Olvera-Cravioto