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Signed digit addition and related operations with threshold logic

机译:带阈值逻辑的有符号数字加法及相关操作

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Assuming signed digit number representations, we investigate the implementation of some addition related operations assuming linear threshold networks. We measure the depth and size of the networks in terms of linear threshold gates. We show first that a depth-2 network with O(n) size, weight, and fan-in complexities can perform signed digit symmetric functions. Consequently, assuming radix-2 signed digit representation, we show that the two operand addition can be performed by a threshold network of depth-2 having O(n) size complexity and O(1) weight and fan-in complexities. Furthermore, we show that, assuming radix-(2n-1) signed digit representations, the multioperand addition can be computed by a depth-2 network with O(n/sup 3/) size with the weight and fan-in complexities being polynomially bounded. Finally, we show that multiplication can be performed by a linear threshold network of depth-3 with the size of O(n/sup 3/) requiring O(n/sup 3/) weights and O(n/sup 2/ log n) fan-in.
机译:假设使用带符号的数字表示,我们假设线性阈值网络,研究一些与加法相关的操作的实现。我们根据线性阈值门来测量网络的深度和大小。我们首先显示具有O(n)大小,重量和扇入复杂度的深度2网络可以执行带符号的数字对称功能。因此,假设基数为2的带符号数字表示,我们表明可以通过具有O(n)大小复杂度,O(1)权重和扇入复杂度的depth-2阈值网络来执行两个操作数加法。此外,我们表明,假设基数为(2n-1)个带符号的数字表示形式,则可以通过深度为2的O(n / sup 3 /)大小的网络来计算多操作数加法,权重和扇入复杂度为多项式有界。最后,我们证明了可以通过深度为3的线性阈值网络执行乘法,该阈值网络的大小为O(n / sup 3 /),需要O(n / sup 3 /)权重,而O(n / sup 2 / log n )扇入。

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