Distributed Gaussian Granular Neural Networks Ensemble for Prediction Intervals Construction

To overcome the weakness of generic neural networks (NNs) ensemble for prediction intervals (PIs) construction, a novel Map-Reduce framework-based distributed NN ensemble consisting of several local Gaussian granular NN (GGNNs) is proposed in this study. Each local network is weighted according to i...

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Bibliographic Details
Main Authors: Chunyang Sheng, Haixia Wang, Xiao Lu, Zhiguo Zhang, Wei Cui, Yuxia Li
Format: Article
Language:English
Published: Hindawi-Wiley 2019-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2019/2379584