Parallel stochastic configuration networks for large-scale data regression

Chenglong Zhang, Shifei Ding, Jian Andrew Zhang, Weikuan Jia

Abstract: Highlights•A stochastic configuration networks optimized by beetle antennae search (BAS-SCNs) is designed.•A fuzzy evidence theory is proposed for the data fusion of multiple neural networks.•A parallel stochastic configuration networks (PSCNs) is presented.•Numerous experiments are used to verify the performance of PSCNs.