Bayesian Artificial Neural Networks

Bayesian Artificial Neural Networks

with Applications in Water Resources Engineering

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Given the nonlinearity, complexity and limited physical understanding of many processes occurring within water resource systems, artificial neural networks may at times be the best available tool for modelling such systems. However, despite the increasing use of neural network models, they are still viewed with some scepticism by users of more conventional modelling methodologies, primarily due to their black box nature. In this book, a new Bayesian framework for developing artificial neural networks is presented, which aims to address what are considered to be the three most significant issue...