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» The Tradeoffs of Large Scale Learning
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PPL
2008
140views more  PPL 2008»
13 years 4 months ago
An Importance-Aware Architecture for Large-Scale Grid Information Services
This paper is concerned with the scalability of large-scale grid monitoring and information services, which are mainly used for the discovery of resources of interest. Large-scale...
Serafeim Zanikolas, Rizos Sakellariou
GECCO
2005
Springer
220views Optimization» more  GECCO 2005»
13 years 10 months ago
Scale invariant pareto optimality: a meta--formalism for characterizing and modeling cooperativity in evolutionary systems
This article describes a mathematical framework for characterizing cooperativity in complex systems subject to evolutionary pressures. This framework uses three foundational compo...
Mark Fleischer
NIPS
2003
13 years 5 months ago
Large Scale Online Learning
We consider situations where training data is abundant and computing resources are comparatively scarce. We argue that suitably designed online learning algorithms asymptotically ...
Léon Bottou, Yann LeCun
AIIDE
2006
13 years 6 months ago
Designing a Reinforcement Learning-based Adaptive AI for Large-Scale Strategy Games
This paper investigates the challenges posed by the application of reinforcement learning to large-scale strategy games. In this context, we present steps and techniques which syn...
Charles A. G. Madeira, Vincent Corruble, Geber Ram...