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» A New Class Based Associative Classification Algorithm
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130
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KDD
2003
ACM
175views Data Mining» more  KDD 2003»
16 years 2 months ago
Weighted Association Rule Mining using weighted support and significance framework
We address the issues of discovering significant binary relationships in transaction datasets in a weighted setting. Traditional model of association rule mining is adapted to han...
Feng Tao, Fionn Murtagh, Mohsen Farid
JMLR
2002
75views more  JMLR 2002»
15 years 2 months ago
Stability and Generalization
We define notions of stability for learning algorithms and show how to use these notions to derive generalization error bounds based on the empirical error and the leave-one-out e...
Olivier Bousquet, André Elisseeff
124
Voted
ISCC
2003
IEEE
153views Communications» more  ISCC 2003»
15 years 7 months ago
An Object-Based MPEG-4 Multimedia Content Classification Model for IP QoS Differentiation
In this article, we investigate efficient transmission of Object-based MPEG-4 video over IP networks with QoS management capabilities. MPEG-4 Audio Visual Objects (AVOs) are class...
Toufik Ahmed, Abdelhamid Nafaa, Ahmed Mehaoua
124
Voted
IPMI
2003
Springer
16 years 3 months ago
Feature Selection for Shape-Based Classification of Biological Objects
Abstract. In this paper, feature selection methodology from the machine learning literature is applied to the problem of shape-based classification. This methodology discards stati...
Paul A. Yushkevich, Sarang C. Joshi, Stephen M. Pi...
138
Voted
ECCV
2004
Springer
16 years 4 months ago
Learning Outdoor Color Classification from Just One Training Image
We present an algorithm for color classification with explicit illuminant estimation and compensation. A Gaussian classifier is trained with color samples from just one training im...
Roberto Manduchi