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portada combining artificial neural nets: ensemble and modular multi-net systems
Type
Physical Book
Illustrated by
Publisher
Author
Year
1999
Language
English
Pages
298
Format
Paperback
Dimensions
23.4x15.6x2 cm
Weight
0.48 kg.
ISBN
185233004x
ISBN13
9781852330040
Categories

combining artificial neural nets: ensemble and modular multi-net systems

Amanda J. C. Sharkey (Illustrated by) · Springer · Paperback

combining artificial neural nets: ensemble and modular multi-net systems - Sharkey, Amanda J. C.

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Synopsis "combining artificial neural nets: ensemble and modular multi-net systems"

The past decade could be seen as the heyday of neurocomputing: in which the capabilities of monolithic nets have been well explored and exploited. The question then is where do we go from here? A logical next step is to examine the potential offered by combinations of artificial neural nets, and it is that step that the chapters in this volume represent. Intuitively, it makes sense to look at combining ANNs. Clearly complex biological systems and brains rely on modularity. Similarly the principles of modularity, and of reliability through redundancy, can be found in many disparate areas, from the idea of decision by jury, through to hardware re- dundancy in aeroplanes, and the advantages of modular design and reuse advocated by object-oriented programmers. And it is not surprising to find that the same principles can be usefully applied in the field of neurocomput- ing as well, although finding the best way of adapting them is a subject of on-going research.

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