Paper Info
Title
Multi-stream Exploratory Projection Pursuit for the Formation of Complex Cells Similar to Visual Cortical Neurons
Abstract
A multi-stream extension of Exploratory Projection Pursuit is proposed as a method for the formation of local, spatiotemporal, oriented filters similar to complexcells found in the visual cortex. This algorithm, which we call the Exploratory Correlation Analysis (ECA) network, is derived to maximise dependencies between separate, but related, data streams. By altering the functions on the outputs of the ECA network we can explore different forms of shared, higher order structure in multiple data streams.
Year
DOI
Venue
2002
10.1007/3-540-46084-5_35
ICANN
Keywords
Field
DocType
higher order structure,oriented filter,visual cortical neurons,multi-stream exploratory projection pursuit,multi-stream extension,multiple data stream,different form,complex cells,visual cortex,data stream,exploratory projection pursuit,exploratory correlation analysis,eca network,higher order,projection pursuit,relational data
Data stream mining,Projection pursuit,Computer science,Artificial intelligence,Network analysis,Correlation analysis,Data structure,Computer vision,Multiple data,Visual cortex,Cortical neurons,Pattern recognition,Machine learning
Conference
Volume
ISSN
ISBN
2415
0302-9743
3-540-44074-7
Citations 
PageRank 
References 
0
0.34
6
Authors
4
Name
Order
Citations
PageRank
Darryl Charles18516.25
Jos Koetsier2517.81
Donald Macdonald31179.79
Colin Fyfe450855.62