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AAAI
2007
15 years 7 months ago
Compact Spectral Bases for Value Function Approximation Using Kronecker Factorization
A new spectral approach to value function approximation has recently been proposed to automatically construct basis functions from samples. Global basis functions called proto-val...
Jeffrey Johns, Sridhar Mahadevan, Chang Wang
139
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AAAI
2008
15 years 7 months ago
Zero-data Learning of New Tasks
We introduce the problem of zero-data learning, where a model must generalize to classes or tasks for which no training data are available and only a description of the classes or...
Hugo Larochelle, Dumitru Erhan, Yoshua Bengio
AAAI
2008
15 years 7 months ago
A User-Oriented Webpage Ranking Algorithm Based on User Attention Time
We propose a new webpage ranking algorithm which is personalized. Our idea is to rely on the attention time spent on a document by the user as the essential clue for producing the...
Songhua Xu, Yi Zhu, Hao Jiang, Francis C. M. Lau
127
Voted
AIIDE
2008
15 years 7 months ago
A Cover-Based Approach to Multi-Agent Moving Target Pursuit
We explore the task of designing an efficient multi-agent system that is capable of capturing a single moving target, assuming that every agent knows the location of all agents on...
Alejandro Isaza, Jieshan Lu, Vadim Bulitko, Russel...
138
Voted
AIPS
2007
15 years 7 months ago
Online Planning for Resource Production in Real-Time Strategy Games
Planning in domains with temporal and numerical properties is an important research problem. One application of this is the resource production problem in real-time strategy (RTS)...
Hei Chan, Alan Fern, Soumya Ray, Nick Wilson, Chri...