Towards explicit representation of an artificial neural network model: Comparison of two artificial neural network rule extraction approaches

Towards explicit representation of an artificial neural network model: Comparison of two artificial neural network rule extraction approaches

In the quest for interpretable models, two versions of a neural network rule extraction algorithm were proposed and compared. The two algorithms are called the Piece-Wise Linear Artificial Neural Network (PWL-ANN) and enhanced Piece-Wise Linear Artificial Neural Network (enhanced PWL-ANN) algorithms...

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Bibliographic Details
Main Authors: Veronica K.H. Chan, Christine W. Chan
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2020-12-01
Series:Petroleum
Subjects:
Artificial neural networks
Rule extraction
Regression problem
Algorithm design
Online Access:http://www.sciencedirect.com/science/article/pii/S2405656119301051

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http://www.sciencedirect.com/science/article/pii/S2405656119301051

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