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AAAI
1994
13 years 6 months ago
Improving Learning Performance Through Rational Resource Allocation
This article shows how rational analysis can be used to minimize learning cost for a general class of statistical learning problems. We discuss the factors that influence learning...
Jonathan Gratch, Steve A. Chien, Gerald DeJong
TPDS
2010
117views more  TPDS 2010»
12 years 11 months ago
Reputation-Based Resource Allocation in P2P Systems of Rational Users
In this paper, we study p2p systems, where peers have to share their available resources between their own and other peers' needs. One such example is a system of peers who us...
Anna Satsiou, Leandros Tassiulas
IPPS
2008
IEEE
13 years 11 months ago
Balancing HPC applications through smart allocation of resources in MT processors
Abstract—Many studies have shown that load imbalancing causes significant performance degradation in High Performance Computing (HPC) applications. Nowadays, Multi-Threaded (MT1...
Carlos Boneti, Roberto Gioiosa, Francisco J. Cazor...
IJCAI
1993
13 years 6 months ago
Learning of Resource Allocation Strategies for Game Playing
Human chess players exhibit a large variation in the amount of time they allocate for each move. Yet, the problem of devising resource allocation strategies for game playing did n...
Shaul Markovitch, Yaron Sella
ICAC
2006
IEEE
13 years 10 months ago
A Hybrid Reinforcement Learning Approach to Autonomic Resource Allocation
— Reinforcement Learning (RL) provides a promising new approach to systems performance management that differs radically from standard queuing-theoretic approaches making use of ...
Gerald Tesauro, Nicholas K. Jong, Rajarshi Das, Mo...