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» Multiagent learning is not the answer. It is the question
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ALT
2011
Springer
14 years 6 months ago
Deviations of Stochastic Bandit Regret
This paper studies the deviations of the regret in a stochastic multi-armed bandit problem. When the total number of plays n is known beforehand by the agent, Audibert et al. (2009...
Antoine Salomon, Jean-Yves Audibert
EMNLP
2010
15 years 4 months ago
Learning First-Order Horn Clauses from Web Text
Even the entire Web corpus does not explicitly answer all questions, yet inference can uncover many implicit answers. But where do inference rules come from? This paper investigat...
Stefan Schoenmackers, Jesse Davis, Oren Etzioni, D...
AOIS
2003
15 years 7 months ago
I-MINDS: An Agent-Oriented Information System for Applications in Education
Abstract. In this paper, we describe an Intelligent Multiagent Infrastructure for Distributed Systems in Education (or I-MINDS) framework that applies an agent-oriented information...
Leen-Kiat Soh, Xuli Liu, XueSong Zhang, Jameela Al...
155
Voted
ICML
2005
IEEE
16 years 6 months ago
Supervised versus multiple instance learning: an empirical comparison
We empirically study the relationship between supervised and multiple instance (MI) learning. Algorithms to learn various concepts have been adapted to the MI representation. Howe...
Soumya Ray, Mark Craven
CORR
2010
Springer
140views Education» more  CORR 2010»
15 years 3 months ago
Soft Control on Collective Behavior of a Group of Autonomous Agents by a Shill Agent
This paper asks a new question: how can we control the collective behavior of self-organized multi-agent systems? We try to answer the question by proposing a new notion called `So...
Jing Han, Ming Li, Lei Guo