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/lp/mit-press/on-the-capacity-of-threshold-adalines-with-limited-precision-weights-QgTS9Q6tjO
References (4)
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W. Krauth, M. Mézard (1989)
Storage capacity of memory networks with binary couplingsJournal De Physique, 50
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T. Cover (1965)
Geometrical and Statistical Properties of Systems of Linear Inequalities with Applications in Pattern RecognitionIEEE Trans. Electron. Comput., 14
-
M. Stevenson (1997)
The effects of limited-precision weights on the threshold AdalineIEEE transactions on neural networks, 8 3
-
W. Krauth, M. Opper (1989)
Critical storage capacity of the J = ± 1 neural networkJournal of Physics A, 22
- Publisher
- MIT Press
- Copyright
- © 1996 Massachusetts Institute of Technology
- Subject
- Note
- ISSN
- 0899-7667
- eISSN
- 1530-888X
- DOI
- 10.1162/neco.1996.8.8.1603
- Publisher site
- See Article on Publisher Site
Abstract
The effect of limited-precision weights on the capacity of the threshold Adaline is examined. In particular, an experimental technique is used to determine the capacity of the threshold Adaline for several different levels of weight precision. The results provide some insight into the manner in which the capacity of the threshold Adaline increases as the number of bits per weight increases. As might be expected, the growth in capacity due to an additional bit per weight is greatest when the original number of bits per weight is small, and decreases as the original number of bits per weight increases.
Journal
Neural Computation – MIT Press
Published: Nov 1, 1996