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Problemy Peredachi Informatsii, 2009, Volume 45, Issue 1, Pages 51–59 (Mi ppi1259)  

This article is cited in 16 scientific papers (total in 16 papers)

Automata Theory

Perceptrons of large weight

V. V. Podolskii

M. V. Lomonosov Moscow State University, Faculty of Mechanics and Mathematics
References:
Abstract: A threshold gate is a linear combination of input variables with integer coefficients (weights). It outputs 1 if the sum is positive. The maximum absolute value of the coefficients of a threshold gate is called its weight. A degree-$d$ perceptron is a Boolean circuit of depth 2 with a threshold gate at the top and any Boolean elements of fan-in at most $d$ at the bottom level. The weight of a perceptron is the weight of its threshold gate.
For any constant $d\ge 2$ independent of the number of input variables $n$, we construct a degree-$d$ perceptron that requires weights of at least $n^{\Omega(n^d)}$; i.e., the weight of any degree-$d$ perceptron that computes the same Boolean function must be at least $n^{\Omega(n^d)}$. This bound is tight: any degree-$d$ perceptron is equivalent to a degree-$d$ perceptron of weight $n^{O(n^d)}$. For the case of threshold gates (i.e., $d=1$), the result was proved by Håstad in [2]; we use Håstad's technique.
Received: 22.07.2008
English version:
Problems of Information Transmission, 2009, Volume 45, Issue 1, Pages 46–53
DOI: https://doi.org/10.1134/S0032946009010062
Bibliographic databases:
Document Type: Article
UDC: 621.391.1:004.8
Language: Russian
Citation: V. V. Podolskii, “Perceptrons of large weight”, Probl. Peredachi Inf., 45:1 (2009), 51–59; Problems Inform. Transmission, 45:1 (2009), 46–53
Citation in format AMSBIB
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  • https://www.mathnet.ru/eng/ppi/v45/i1/p51
  • This publication is cited in the following 16 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Проблемы передачи информации Problems of Information Transmission
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    References:57
    First page:17
     
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