IEEE - Institute of Electrical and Electronics Engineers, Inc. - Simulating Time-Series Data for Improved Deep Neural Network Performance

Author(s): Jordan Yeomans ; Simon Thwaites ; William S. P. Robertson ; David Booth ; Brian Ng ; Dominic Thewlis
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Volume: PP
Page(s): 1
ISSN (Electronic): 2169-3536
DOI: 10.1109/ACCESS.2019.2940701
Regular:

Deep learning algorithms have shown remarkable performance in classification tasks, however, they typically perform poorly with small training datasets due to overfitting. Overfitting occurs for... View More

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