Paper Abstract and Keywords |
Presentation |
2005-11-18 13:25
Ensemble Self-Generating Neural Networks for Chaotic Time Series Prediction Masaki Nakahara, Hirotaka Inoue (KNCT) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper,we present a performanse characteristic of self-generating neural networks(SGNNs) applied
to time series prediction. Although SGNNs are originally proposed on adopting to classication/clustering
problems by automatically constructing self-generating neural tree(SGNT) from given training data set, this SGNNs
architecture seems to be applicable to time series prediction. So, we investigate the possibility of SGNNs application
to time series prediction problems. Moreover, we investigate an ensemble averaging eect of SGNTs to improve the
prediction accuracy for two time series prediction problems. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Self-Generating Neural Networks, / Ensemble Learning, / Time Series Prediction, / Chaos / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 105, no. 416, NLP2005-63, pp. 7-12, Nov. 2005. |
Paper # |
NLP2005-63 |
Date of Issue |
2005-11-11 (NLP) |
ISSN |
Print edition: ISSN 0913-5685 |
Download PDF |
|
Conference Information |
Committee |
NLP |
Conference Date |
2005-11-18 - 2005-11-19 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kyushu Institute of Technology |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Special session and general. Subject of special session is ``Randomness and prediction---from fundamentals to applications''. |
Paper Information |
Registration To |
NLP |
Conference Code |
2005-11-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Ensemble Self-Generating Neural Networks for Chaotic Time Series Prediction |
Sub Title (in English) |
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Keyword(1) |
Self-Generating Neural Networks, |
Keyword(2) |
Ensemble Learning, |
Keyword(3) |
Time Series Prediction, |
Keyword(4) |
Chaos |
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1st Author's Name |
Masaki Nakahara |
1st Author's Affiliation |
Kure National College of Technology (KNCT) |
2nd Author's Name |
Hirotaka Inoue |
2nd Author's Affiliation |
Kure National College of Technology (KNCT) |
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Speaker |
Author-1 |
Date Time |
2005-11-18 13:25:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2005-63 |
Volume (vol) |
vol.105 |
Number (no) |
no.416 |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2005-11-11 (NLP) |
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