Explicit Computation of Input Weights in Extreme Learning Machines

11 Jun 2014Jonathan TapsonPhilip de ChazalAndré van Schaik

We present a closed form expression for initializing the input weights in a multi-layer perceptron, which can be used as the first step in synthesis of an Extreme Learning Ma-chine. The expression is based on the standard function for a separating hyperplane as computed in multilayer perceptrons and linear Support Vector Machines; that is, as a linear combination of input data samples... (read more)

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