Sciweavers

15 search results - page 1 / 3
» Ensemble Learning and Linear Response Theory for ICA
Sort
View
NIPS
2000
13 years 5 months ago
Ensemble Learning and Linear Response Theory for ICA
We propose a general framework for performing independent component analysis (ICA) which relies on ensemble learning and linear response theory known from statistical physics. We ...
Pedro A. d. F. R. Højen-Sørensen, Ol...
CVPR
2005
IEEE
14 years 6 months ago
Multilinear Independent Components Analysis
Independent Components Analysis (ICA) maximizes the statistical independence of the representational components of a training image ensemble, but it cannot distinguish between the...
M. Alex O. Vasilescu, Demetri Terzopoulos
NECO
1998
85views more  NECO 1998»
13 years 4 months ago
Efficient Learning in Boltzmann Machines Using Linear Response Theory
Hilbert J. Kappen, Francisco de Borja Rodrí...
ICA
2010
Springer
13 years 4 months ago
Decomposition of EEG Signals for Multichannel Neural Activity Analysis in Animal Experiments
We describe in this paper an advanced protocol for the discrimination and the classification of neuronal spike waveforms within multichannel electrophysiological recordings. Sparse...
Vincent Vigneron, Hsin Chen, Yen-Tai Chen, Hsin-Yi...
AAAI
1998
13 years 5 months ago
Boosting in the Limit: Maximizing the Margin of Learned Ensembles
The "minimum margin" of an ensemble classifier on a given training set is, roughly speaking, the smallest vote it gives to any correct training label. Recent work has sh...
Adam J. Grove, Dale Schuurmans