A Deep Cascade Neuro-Fuzzy System for High-Dimensional Online Fuzzy Clustering

作者:Hu, Zhengbing*; Bodyanskiy, Yevgeniy V.; Tyshchenko, Oleksii K.
来源:1st IEEE International Conference on Data Stream Mining and Processing (DSMP), Lviv, UKRAINE, 2016-08-23 To 2016-08-27.
DOI:10.1109/dsmp.2016.7583567

摘要

A deep cascade system (based on neuro-fuzzy nodes) and its online learning procedure are proposed in this paper. A number of layers can grow unlimitedly during a self-learning procedure. The system is based on nodes of a special type. A goal function of a special type is used for probabilistic high-dimensional fuzzy clustering. To assess a clustering quality of data processing, a neuron's architecture of a special type is introduced.