Multi-kernel fuzzy clustering based on auto-encoder for fMRI functional network

作者:

Highlights:

• An ability to reduce dimensions in the new proposed clustering algorithm.

• A new clustering objective function based on multi-kernels and auto-encoder.

• First time to apply a clustering algorithm based on auto-encoder in the brain network.

• An assistance of doctors in diagnosing brain diseases.

• A new chance for unsupervised algorithms in fMRI brain networks.

摘要

•An ability to reduce dimensions in the new proposed clustering algorithm.•A new clustering objective function based on multi-kernels and auto-encoder.•First time to apply a clustering algorithm based on auto-encoder in the brain network.•An assistance of doctors in diagnosing brain diseases.•A new chance for unsupervised algorithms in fMRI brain networks.

论文关键词:Clustering,Multi-kernel,Auto-encoder,Functional network

论文评审过程:Received 18 December 2019, Revised 23 March 2020, Accepted 1 May 2020, Available online 11 May 2020, Version of Record 11 June 2020.

论文官网地址:https://doi.org/10.1016/j.eswa.2020.113513