52 search results - page 1 / 11 » Dynamics of Learning Near Singularities in Layered Networks |
NECO
2008
13 years 4 months ago
2008
FOCI
2007
IEEE
13 years 11 months ago
2007
IEEE
— A learning machine is called singular if its Fisher information matrix is singular. Almost all learning machines used in information processing are singular, for example, layer...
NIPS
1997
13 years 6 months ago
1997
Singular value decomposition (SVD) can be viewed as a method for unsupervised training of a network that associates two classes of events reciprocally by linear connections throug...
ICIP
2005
IEEE
14 years 6 months ago
2005
IEEE
In this paper, we propose a novel framework for face super-resolution based on a layered predictor network. In the first layer, multiple predictors are trained online with a dynami...
BC
2002
13 years 4 months ago
2002
Taking a global analogy with the structure of perceptual biological systems, we present a system composed of two layers of real-valued sigmoidal neurons. The primary layer receives...