Abstract:
:We present a general neural model for supervised learning of pattern categories which can resolve pattern classes separated by nonlinear, essentially arbitrary boundaries. The concept of a pattern class develops from storing in memory a limited number of class elements (prototypes). Associated with each prototype is a modifiable scalar weighting factor (lambda) which effectively defines the threshold for categorization of an input with the class of the given prototype. Learning involves (1) commitment of prototypes to memory and (2) adjustment of the various lambda factors to eliminate classification errors. In tests, the model ably defined classification boundaries that largely separated complicated pattern regions. We discuss the role which divisive inhibition might play in a possible implementation of the model by a network of neurons.
journal_name
Biol Cybernjournal_title
Biological cyberneticsauthors
Reilly DL,Cooper LN,Elbaum Cdoi
10.1007/BF00387211subject
Has Abstractpub_date
1982-01-01 00:00:00pages
35-41issue
1eissn
0340-1200issn
1432-0770journal_volume
45pub_type
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