IEEE - Institute of Electrical and Electronics Engineers, Inc. - Marginally Stable Triangular Recurrent Neural Network Architecture for Time Series Prediction

Author(s): Seshadri Sivakumar ; Shyamala Sivakumar
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 October 2018
Volume: 48
Page(s): 2,836 - 2,850
ISSN (Electronic): 2168-2275
ISSN (Paper): 2168-2267
DOI: 10.1109/TCYB.2017.2751005
Regular:

This paper introduces a discrete-time recurrent neural network architecture using triangular feedback weight matrices that allows a simplified approach to ensuring network and training stability.... View More

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