IEEE - Institute of Electrical and Electronics Engineers, Inc. - Random projections: A remedy for overfitting issues in time series prediction with echo state networks

ICASSP 2013 - IEEE International Conference on Acoustics, Speech and Signal Processing

Author(s): Lucie Daubigney ; Matthieu Geist ; Olivier Pietquinz
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 May 2013
Conference Location: Vancouver, BC, Canada
Conference Date: 26 May 2013
Page(s): 3,253 - 3,257
ISBN (Electronic): 978-1-4799-0356-6
ISSN (Paper): 1520-6149
DOI: 10.1109/ICASSP.2013.6638259
Regular:

Modelling time series is quite a difficult task. The last recent years, reservoir computing approaches have been proven very efficient for such problems. Indeed, thanks to recurrence in the... View More

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