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ROCAI
2004
Springer
14 years 3 months ago
Learning Mixtures of Localized Rules by Maximizing the Area Under the ROC Curve
We introduce a model class for statistical learning which is based on mixtures of propositional rules. In our mixture model, the weight of a rule is not uniform over the entire ins...
Tobias Sing, Niko Beerenwinkel, Thomas Lengauer
BMCBI
2005
131views more  BMCBI 2005»
13 years 10 months ago
Regularized Least Squares Cancer Classifiers from DNA microarray data
Background: The advent of the technology of DNA microarrays constitutes an epochal change in the classification and discovery of different types of cancer because the information ...
Nicola Ancona, Rosalia Maglietta, Annarita D'Addab...
CIKM
2005
Springer
14 years 3 months ago
A novel refinement approach for text categorization
In this paper we present a novel strategy, DragPushing, for improving the performance of text classifiers. The strategy is generic and takes advantage of training errors to succes...
Songbo Tan, Xueqi Cheng, Moustafa Ghanem, Bin Wang...
HICSS
2002
IEEE
84views Biometrics» more  HICSS 2002»
14 years 3 months ago
A Review and Evaluation of Platforms and Tools for Building E-catalogs
The purpose of this paper is to give a comprehensive understanding of the role and importance of e-catalogs in today’s e-commerce strategies. The main contribution of our work i...
Nektarios P. Georgantis, Dimitrios A. Koutsomitrop...
DAS
2008
Springer
14 years 2 days ago
New Oversampling Approaches Based on Polynomial Fitting for Imbalanced Data Sets
In classification tasks, class-modular strategy has been widely used. It has outperformed classical strategy for pattern classification task in many applications [1]. However, in ...
Sami Gazzah, Najoua Essoukri Ben Amara