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» Testing Polymorphic Behavior
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AUSAI
2008
Springer
13 years 10 months ago
Practical Bias Variance Decomposition
Abstract. Bias variance decomposition for classifiers is a useful tool in understanding classifier behavior. Unfortunately, the literature does not provide consistent guidelines on...
Remco R. Bouckaert
ECLIPSE
2005
ACM
13 years 10 months ago
Navigating error recovery code in Java applications
Java provides a program-level exception handling mechanism in response to error conditions (that are translated into exceptions by Java VM). However, exception handling code is of...
Chen Fu, Barbara G. Ryder
EPEW
2008
Springer
13 years 9 months ago
Towards State Space Reduction Based on T-Lumpability-Consistent Relations
Markovian behavioral equivalences can be exploited for state space reduction before performance evaluation takes place. It is known that Markovian bisimilarity corresponds to ordin...
Marco Bernardo
IJCAI
1993
13 years 9 months ago
Average-Case Analysis of a Nearest Neighbor Algorithm
In this paper we present an average-case analysis of the nearest neighbor algorithm, a simple induction method that has been studied by manyresearchers. Our analysis assumes a con...
Pat Langley, Wayne Iba
PAMI
2006
114views more  PAMI 2006»
13 years 8 months ago
Nonparametric Supervised Learning by Linear Interpolation with Maximum Entropy
Nonparametric neighborhood methods for learning entail estimation of class conditional probabilities based on relative frequencies of samples that are "near-neighbors" of...
Maya R. Gupta, Robert M. Gray, Richard A. Olshen