new survey e-publication
Arun Jagota
jagota at cse.ucsc.edu
Thu Jan 14 14:49:58 EST 1999
New refereed e-publication
action editor: John Shawe-Taylor
T. B. Ludermir, A. de Carvalho, A. P. Braga, M. C. P. de Souto,
Weightless neural models: a review of current and past works
Neural Computing Surveys 2, 41--61, 1999. 108 references.
http://www.icsi.berkeley.edu/~jagota/NCS
Abstract:
This paper presents a survey of a class of neural models known as
Weightless Neural Networks (WNNs). As the name suggests, these
models do not use weighted connections between nodes. Instead, a
different kind of neuron model, usually based on RAM memory devices,
is used. In the literature, the terms ``RAM-based'' and ``n-tuple
based'' systems are also commonly used to refer to WNNs. WNNs are
being widely investigated, motivating relevant applications and two
international workshops in the last few years.
The paper describes the most important works in WNNs found in the
literature, pointing out the challenges and future directions in the
area. A comparative study between weightless and weighted models is
also presented.
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