Multi-Layer Perceptron with Glial Network for Solving Two-Spiral Problem

IKUTA Chihiro, UWATE Yoko, NISHIO Yoshifumi

doi:10.1587/transfun.e94.a.1864

Description

In this study, we propose a multi-layer perceptron with a glial network which is inspired from the features of glias in the brain. All glias in the proposed network generate independent oscillations, and the oscillations propagate through the glial network with attenuation. We apply the proposed network to the two-spiral problem. Computer simulations show that the proposed network gains a better performance than the conventional multi-layer perceptron.

Journal

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences E94-A (9), 1864-1867, 2011

The Institute of Electronics, Information and Communication Engineers

Keywords

Details 詳細情報について

CRID: 1390001206312137088

NII Article ID: 10030190917; 130002133490

NII Book ID: AA10826239

DOI: 10.1587/transfun.e94.a.1864

ISSN: 17451337; 09168508

Web Site: http://www.jstage.jst.go.jp/article/transfun/E94.A/9/E94.A_9_1864/_pdf

Text Lang: en

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