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单词 Multilayer perceptron
释义

Multilayer perceptron

中文百科

多层感知器

多层感知器(Multilayer Pe****tron,缩写MLP)是一种前向结构的人工神经网络,映射一组输入矢量到一组输出矢量。MLP可以被看作是一个有向图,由多个的节点层所组成,每一层都全连接到下一层。除了输入节点,每个节点都是一个带有非线性激活函数的神经元(或称处理单元)。一种被称为反向传播算法的监督学习方法常被用来训练MLP。 MLP是感知器的推广,克服了感知器不能对线性不可分数据进行识别的弱点。

英语百科

Multilayer pe****tron 多层感知器

Pe****tron multicouche

A multilayer pe****tron (MLP) is a feedforward artificial neural network model that maps sets of input data onto a set of appropriate outputs. An MLP consists of multiple layers of nodes in a directed graph, with each layer fully connected to the next one. Except for the input nodes, each node is a neuron (or processing element) with a nonlinear activation function. MLP utilizes a supervised learning technique called backpropagation for training the network. MLP is a modification of the standard linear **** and can distinguish data that are not linearly separable.

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更新时间:2025/6/18 9:19:31