Shivaram's Reading List


Function Approximation     Partial Observability     Learning Methods     Ensembles    
Stochastic Optimisation     General RL     General ML     Multiagent Learning    
Comparison/Integration     Bandits     Applications     Robot Soccer    
Humanoids     Parameter     MDP     Empirical    
Failure Warning     Representation     General AI     Neural Networks    
All    

Empirical

Artificial Intelligence: An Empirical Science
Herbert A. Simon, 1995
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Benchmarks, Test Beds, Controlled Experimentation, and the Design of Agent Architectures
Steve Hanks, Martha E. Pollack, and Paul R. Cohen, 1993
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Machine Learning as an Experimental Science
Pat Langley, 1988
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The Future of Data Analysis
John W. Tukey, 1962
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