Sciweavers

291 search results - page 2 / 59
» Reliability estimation of a statistical classifier
Sort
View
ICML
2003
IEEE
14 years 5 months ago
Optimizing Classifier Performance via an Approximation to the Wilcoxon-Mann-Whitney Statistic
When the goal is to achieve the best correct classification rate, cross entropy and mean squared error are typical cost functions used to optimize classifier performance. However,...
Lian Yan, Robert H. Dodier, Michael Mozer, Richard...
ICPR
2002
IEEE
14 years 5 months ago
Combining SVM Classifiers for Handwritten Digit Recognition
In this paper, we investigate the advantages and weaknesses of various decision fusion schemes using statistical and rule-based reasoning. The cooperation schemes are applied on t...
Dejan Gorgevik, Dusan Cakmakov
AIMS
2007
Springer
13 years 11 months ago
Estimating Reliability of Conditional Promises
Using conditional promises, the reliability of promises can be measured without considering the reliability of the whole agent, by defining notions of when conditions operate and ...
Alva L. Couch, Hengky Susanto, Marc Chiarini
ICDM
2010
IEEE
134views Data Mining» more  ICDM 2010»
13 years 2 months ago
Consequences of Variability in Classifier Performance Estimates
The prevailing approach to evaluating classifiers in the machine learning community involves comparing the performance of several algorithms over a series of usually unrelated data...
Troy Raeder, T. Ryan Hoens, Nitesh V. Chawla
AICCSA
2006
IEEE
77views Hardware» more  AICCSA 2006»
13 years 8 months ago
Evaluation of Breast Cancer Tumor Classification with Unconstrained Functional Networks Classifier
This paper proposes functional networks as an unconstrained classifier scheme for multivariate data to diagnose the breast cancer tumor. The performance of this new technique is m...
Emad A. El-Sebakhy, Kanaan A. Faisal, Tarek Helmy,...