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ICALT
2007
IEEE
14 years 3 months ago
Automatic Evaluation of Spatial Representations for Complex Robotic Arms Manipulations
This paper describes how a knowledge model allows training software to evaluate spatial cognitive maps and provide tailored assistance.
Philippe Fournier-Viger, Roger Nkambou, Andr&eacut...
JMLR
2012
11 years 11 months ago
Multi-label Subspace Ensemble
A challenging problem of multi-label learning is that both the label space and the model complexity will grow rapidly with the increase in the number of labels, and thus makes the...
Tianyi Zhou, Dacheng Tao
CORR
2008
Springer
99views Education» more  CORR 2008»
13 years 8 months ago
When is there a representer theorem? Vector versus matrix regularizers
We consider a general class of regularization methods which learn a vector of parameters on the basis of linear measurements. It is well known that if the regularizer is a nondecr...
Andreas Argyriou, Charles A. Micchelli, Massimilia...
ICCV
2011
IEEE
12 years 8 months ago
Sparse Dictionary-based Representation and Recognition of Action Attributes
We present an approach for dictionary learning of action attributes via information maximization. We unify the class distribution and appearance information into an objective func...
Qiang Qiu, Zhuolin Jiang, Rama Chellappa
ICML
2008
IEEE
14 years 9 months ago
Extracting and composing robust features with denoising autoencoders
Previous work has shown that the difficulties in learning deep generative or discriminative models can be overcome by an initial unsupervised learning step that maps inputs to use...
Pascal Vincent, Hugo Larochelle, Yoshua Bengio, Pi...