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Rectifier Circuits of Bounded Depth

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Asymptotically tight bounds are obtained for the complexity of computation of the classes of (m, n)-matrices with entries from the set {0, 1,..., q − 1} by rectifier circuits of… Click to show full abstract

Asymptotically tight bounds are obtained for the complexity of computation of the classes of (m, n)-matrices with entries from the set {0, 1,..., q − 1} by rectifier circuits of bounded depth d, under some relations between m, n, and q. In the most important case of q = 2, it is shown that the asymptotics of the complexity of Boolean (m, n)-matrices, log n = o(m), logm = o(n), is achieved for the circuits of depth 3.

Keywords: rectifier circuits; bounded depth; circuits bounded

Journal Title: Journal of Applied and Industrial Mathematics
Year Published: 2018

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