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» Estimating the Accuracy of Learned Concepts
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IJCAI
1993
13 years 6 months ago
Estimating the Accuracy of Learned Concepts
Timothy L. Bailey, Charles Elkan
ICML
1998
IEEE
14 years 6 months ago
The Case against Accuracy Estimation for Comparing Induction Algorithms
We analyze critically the use of classi cation accuracy to compare classi ers on natural data sets, providing a thorough investigation using ROC analysis, standard machine learnin...
Foster J. Provost, Tom Fawcett, Ron Kohavi
AICCSA
2001
IEEE
99views Hardware» more  AICCSA 2001»
13 years 9 months ago
Absorbing Stochastic Estimator Learning Algorithms with High Accuracy and Rapid Convergence
Georgios I. Papadimitriou, Andreas S. Pomportsis, ...
CCE
2008
13 years 5 months ago
Stochastic-based accuracy of data reconciliation estimators for linear systems
Accuracy of an instrument has been traditionally defined as the sum of the precision and the bias. Recently, this notion was generalized to estimators [Bagajewicz, M. (2005a). On ...
Miguel J. Bagajewicz, DuyQuang Nguyen
GECCO
2007
Springer
138views Optimization» more  GECCO 2007»
13 years 11 months ago
Bayesian estimation of rule accuracy in UCS
Learning Classifier Systems differ from many other classification techniques, in that new rules are constantly discovered and evaluated. This feature of LCS gives rise to an im...
James A. R. Marshall, Gavin Brown, Tim Kovacs