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» The Pre-Image Problem in Kernel Methods
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RCIS
2010
13 years 6 months ago
Using Software Metrics in the Evaluation of a Conceptual Component Model
Every interactive system has a functional part and an interactive part. However the software engineering and the human-computer-interaction communities work separately in terms of ...
Eric Ceret, Sophie Dupuy-Chessa, Guillaume Godet-B...
ICIP
2005
IEEE
14 years 10 months ago
Visual tracking via efficient kernel discriminant subspace learning
Robustly tracking moving objects in video sequences is one of the key problems in computer vision. In this paper we introduce a computationally efficient nonlinear kernel learning...
Chunhua Shen, Anton van den Hengel, Michael J. Bro...
ICPR
2006
IEEE
14 years 10 months ago
Hybrid Kernel Machine Ensemble for Imbalanced Data Sets
A two-class imbalanced data problem (IDP) emerges when the data from majority class are compactly clustered and the data from minority class are scattered. Though a discriminative...
Kap Luk Chan, Peng Li, Wen Fang
ICANN
2007
Springer
14 years 20 days ago
Resilient Approximation of Kernel Classifiers
Abstract. Trained support vector machines (SVMs) have a slow runtime classification speed if the classification problem is noisy and the sample data set is large. Approximating the...
Thorsten Suttorp, Christian Igel
SDM
2007
SIAM
85views Data Mining» more  SDM 2007»
13 years 10 months ago
Kernel Based Detection of Mislabeled Training Examples
The problem of identifying mislabeled training examples has been examined in several studies, with a variety of approaches developed for editing the training data to obtain better...
Hamed Valizadegan, Pang-Ning Tan