Independent component analysis of temporal sequences forms place cells

Citation
A. Lorincz et al., Independent component analysis of temporal sequences forms place cells, NEUROCOMPUT, 38, 2001, pp. 769-774
Citations number
18
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
NEUROCOMPUTING
ISSN journal
09252312 → ACNP
Volume
38
Year of publication
2001
Pages
769 - 774
Database
ISI
SICI code
0925-2312(200106)38:<769:ICAOTS>2.0.ZU;2-0
Abstract
It has been suggested that sensory information processing makes use of a fa ctorial code. It has been shown that the major components of the hippocampa l-entorhinal loop can be derived by conjecturing that the task of this loop is forming and encoding independent components (ICs), one type of factoria l codes. However, continuously changing environment poses additional requir ements on the coding that can be (partially) satisfied by extending the ana lysis to the temporal domain and performing IC analysis on concatenated inp uts of time slices. We use computer simulations to decide whether IC analys is on temporal sequences can produce place fields in labyrinths or not. (C) 2001 Elsevier Science B.V. All rights reserved.