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» Dimensionality Reduction for Classification
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CVPR
2007
IEEE
16 years 5 months ago
Practical Online Active Learning for Classification
We compare the practical performance of several recently proposed algorithms for active learning in the online classification setting. We consider two active learning algorithms (...
Claire Monteleoni, Matti Kääriäinen
114
Voted
BMVC
2002
15 years 5 months ago
Speed v. Accuracy for High Resolution Colour Texture Classification
Methods for extracting features and classifying textures in high resolution colour images are presented. The proposed features are directional texture features obtained from the c...
A. Monadjemi, Barry T. Thomas, Majid Mirmehdi
AAAI
2006
15 years 4 months ago
Multi-Conditional Learning: Generative/Discriminative Training for Clustering and Classification
This paper presents multi-conditional learning (MCL), a training criterion based on a product of multiple conditional likelihoods. When combining the traditional conditional proba...
Andrew McCallum, Chris Pal, Gregory Druck, Xuerui ...
124
Voted
DMIN
2006
124views Data Mining» more  DMIN 2006»
15 years 4 months ago
Optimal Multi-class Classification with Principal Components
An approach to build a multi-class classifier is proposed in this paper. This approach consists of a derivation to show under which loss function an optimal classifier can be obtai...
Albert Hoang
PAMI
2007
113views more  PAMI 2007»
15 years 2 months ago
Analytical Results on Style-Constrained Bayesian Classification of Pattern Fields
—We formalize the notion of style context, which accounts for the increased accuracy of the field classifiers reported in this journal recently. We argue that style context forms...
Sriharsha Veeramachaneni, George Nagy