AIOct 20, 2016

An Ensemble of Adaptive Neuro-Fuzzy Kohonen Networks for Online Data Stream Fuzzy Clustering

arXiv:1610.06490v110 citations
Originality Synthesis-oriented
AI Analysis

This is an incremental improvement for data stream clustering applications.

The paper tackled the problem of data stream clustering by proposing an ensemble of adaptive neuro-fuzzy Kohonen networks, which selects the best map for the final result.

A new approach to data stream clustering with the help of an ensemble of adaptive neuro-fuzzy systems is proposed. The proposed ensemble is formed with adaptive neuro-fuzzy self-organizing Kohonen maps in a parallel processing mode. A final result is chosen by the best neuro-fuzzy self-organizing Kohonen map.

Foundations

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