Energy-based models for sparse overcomplete representations

We present a new way of extending independent components analysis (ICA) to overcomplete representations. In contrast to the causal generative extensions of ICA which maintain marginal independence of sources, we define features as deterministic (linear) functions of the inputs. This assumption resul...

Full description

Bibliographic Details
Main Authors: Teh, Y, Welling, M, Osindero, S, Hinton, G
Format: Journal article
Language:English
Published: 2004