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IM
2007
15 years 8 months ago
Capacity and Performance Overhead in Dynamic Resource Allocation to Virtual Containers
—Today’s enterprise data centers are shifting towards a utility computing model where many business critical applications share a common pool of infrastructure resources that o...
Zhikui Wang, Xiaoyun Zhu, Pradeep Padala, Sharad S...
SDM
2008
SIAM
134views Data Mining» more  SDM 2008»
15 years 8 months ago
Direct Density Ratio Estimation for Large-scale Covariate Shift Adaptation
Covariate shift is a situation in supervised learning where training and test inputs follow different distributions even though the functional relation remains unchanged. A common...
Yuta Tsuboi, Hisashi Kashima, Shohei Hido, Steffen...
MOBIMEDIA
2007
15 years 8 months ago
Cooperative caching in wireless multimedia sensor networks
The recent advances in miniaturization and the creation of low-power circuits, combined with small-sized batteries have made the development of wireless sensor networks a working ...
Nikos Dimokas, Dimitrios Katsaros, Yannis Manolopo...
NIPS
2007
15 years 8 months ago
Optimistic Linear Programming gives Logarithmic Regret for Irreducible MDPs
We present an algorithm called Optimistic Linear Programming (OLP) for learning to optimize average reward in an irreducible but otherwise unknown Markov decision process (MDP). O...
Ambuj Tewari, Peter L. Bartlett
SODA
2008
ACM
97views Algorithms» more  SODA 2008»
15 years 8 months ago
Stochastic analyses for online combinatorial optimization problems
In this paper, we study online algorithms when the input is not chosen adversarially, but consists of draws from some given probability distribution. While this model has been stu...
Naveen Garg, Anupam Gupta, Stefano Leonardi, Piotr...