IEEE - Institute of Electrical and Electronics Engineers, Inc. - Convergence Study in Extended Kalman Filter-Based Training of Recurrent Neural Networks

Author(s): Xiaoyu Wang ; Yong Huang
Sponsor(s): IEEE Computational Intelligence Society
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 April 2011
Volume: 22
Page Count: 13
Page(s): 588 - 600
ISSN (Paper): 1045-9227
ISSN (Online): 1941-0093
DOI: 10.1109/TNN.2011.2109737
Regular:

Recurrent neural network (RNN) has emerged as a promising tool in modeling nonlinear dynamical systems, but the training convergence is still of concern. This paper aims to develop an effective... View More

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