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» Generalized Discriminant Analysis Using a Kernel Approach
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PAMI
2006
125views more  PAMI 2006»
15 years 6 months ago
The Semantic Pathfinder: Using an Authoring Metaphor for Generic Multimedia Indexing
This paper presents the semantic pathfinder architecture for generic indexing of multimedia archives. The semantic pathfinder extracts semantic concepts from video by exploring dif...
Cees Snoek, Marcel Worring, Jan-Mark Geusebroek, D...
GCB
2007
Springer
83views Biometrics» more  GCB 2007»
15 years 10 months ago
Supervised Posteriors for DNA-motif Classification
: Markov models have been proposed for the classification of DNA-motifs using generative approaches for parameter learning. Here, we propose to apply the discriminative paradigm fo...
Jan Grau, Jens Keilwagen, Alexander E. Kel, Ivo Gr...
IROS
2006
IEEE
148views Robotics» more  IROS 2006»
16 years 16 days ago
Environment Understanding: Robust Feature Extraction from Range Sensor Data
— This paper proposes an approach allowing indoor environment supervised learning to recognize relevant features for environment understanding. Stochastic preprocessing methods i...
Antonio Romeo, Luis Montano
TKDE
2011
479views more  TKDE 2011»
15 years 1 months ago
Learning Semi-Riemannian Metrics for Semisupervised Feature Extraction
—Discriminant feature extraction plays a central role in pattern recognition and classification. Linear Discriminant Analysis (LDA) is a traditional algorithm for supervised feat...
Wei Zhang, Zhouchen Lin, Xiaoou Tang
BMCBI
2007
104views more  BMCBI 2007»
15 years 6 months ago
Joint mapping of genes and conditions via multidimensional unfolding analysis
Background: Microarray compendia profile the expression of genes in a number of experimental conditions. Such data compendia are useful not only to group genes and conditions base...
Katrijn Van Deun, Kathleen Marchal, Willem J. Heis...