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JAIR
2002
95views more  JAIR 2002»
13 years 8 months ago
SMOTE: Synthetic Minority Over-sampling Technique
An approach to the construction of classifiers from imbalanced datasets is described. A dataset is imbalanced if the classification categories are not approximately equally repres...
Nitesh V. Chawla, Kevin W. Bowyer, Lawrence O. Hal...
JAIR
2002
95views more  JAIR 2002»
13 years 8 months ago
A Critical Assessment of Benchmark Comparison in Planning
Recent trends in planning research have led to empirical comparison becoming commonplace. The eld has started to settle into a methodology for such comparisons, which for obvious ...
Adele E. Howe, Eric Dahlman
JAIR
2002
122views more  JAIR 2002»
13 years 8 months ago
Competitive Safety Analysis: Robust Decision-Making in Multi-Agent Systems
Much work in AI deals with the selection of proper actions in a given (known or unknown) environment. However, the way to select a proper action when facing other agents is quite ...
Moshe Tennenholtz
JAIR
2002
163views more  JAIR 2002»
13 years 8 months ago
Efficient Reinforcement Learning Using Recursive Least-Squares Methods
The recursive least-squares (RLS) algorithm is one of the most well-known algorithms used in adaptive filtering, system identification and adaptive control. Its popularity is main...
Xin Xu, Hangen He, Dewen Hu
JAIR
1998
89views more  JAIR 1998»
13 years 8 months ago
An Empirical Approach to Temporal Reference Resolution
Scheduling dialogs, during which people negotiate the times of appointments, are common in everyday life. This paper reports the results of an in-depth empirical investigation of ...
Janyce Wiebe, Thomas P. O'Hara, Thorsten Öhrs...