论文标题

激活函数的多项式近似

On Polynomial Approximation of Activation Function

论文作者

Chiang, John

论文摘要

在这项工作中,我们提出了一种有趣的方法,旨在通过前提低度的多项式近似某些域上的激活函数。该方法背后的主要思想可以看作是普通最小二平方方法的扩展,并将激活函数的梯度包括到成本函数中以最小化。

In this work, we propose an interesting method that aims to approximate an activation function over some domain by polynomials of the presupposing low degree. The main idea behind this method can be seen as an extension of the ordinary least square method and includes the gradient of activation function into the cost function to minimize.

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