Parallel Implementation of an Artificial Neural Network Integrated Feature and Architecture Selection Algorithm
Craig W. Rizzo
Broschiertes Buch

Parallel Implementation of an Artificial Neural Network Integrated Feature and Architecture Selection Algorithm

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The selection of salient features and an appropriate hidden layer architecture contributes significantly to the performance of a neural network. A number of metrics and methodologies exist for estimating these parameters. This research builds on recent efforts to integrate feature and architecture selection for the multi-layer perceptron. In the first stage of work a current algorithm is developed in a parallel environment, significantly improving its efficiency and utility. In the second stage, improvements to the algorithm are proposed. With regards to feature selection, a common random numb...