A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING OF CHAOTIC TIME-SERIES
Forecasting of chaotic time-series has increasingly become a popular and challenging subject. Many of the forecasting methods proposed in the literature are either inefficient when applied to multi 'itep-ahead forecasting of chaotic time series as they only perform one-step-ahead forecasts,...
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oai:utpedia.utp.edu.my:215322024-07-25T04:01:34Z http://utpedia.utp.edu.my/id/eprint/21532/ A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING OF CHAOTIC TIME-SERIES ABDULKADIR, SAID JADID QA75 Electronic computers. Computer science Forecasting of chaotic time-series has increasingly become a popular and challenging subject. Many of the forecasting methods proposed in the literature are either inefficient when applied to multi 'itep-ahead forecasting of chaotic time series as they only perform one-step-ahead forecasts, or difficult to implement in terms of model complexity. The motivation to conduct the current study is to develop a more effective, easy-to-use and practical method for multi-step-ahead forecasting of chaotic time-series. Over the last decade. the main advances in forecasting are hybrid and ensemble modelling. Theoretical and empirical studies reported in the literature suggest that one of the best ways of enhancing forecasting performance is by hybrid modelling. where the models that constitutes the hybrid model function in a different manner hence capturing disparate data patterns. 2016-07 Thesis NonPeerReviewed application/pdf en http://utpedia.utp.edu.my/id/eprint/21532/1/2015%20-COMPUTER%20%26%20INFORMATION%20SCIENCES%20-%20A%20NON-LINEAR%20HYBRID%20MODEL%20FOR%20MULTI-STEP-AHEAD%20FORECASTING%20OF%20CHAOTIC%20TIME-SERIES%20-%20SAID%20JADID%20ABDULKADIR.pdf ABDULKADIR, SAID JADID (2016) A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING OF CHAOTIC TIME-SERIES. Doctoral thesis, Universiti Teknologi PETRONAS. |
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QA75 Electronic computers. Computer science ABDULKADIR, SAID JADID A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING OF CHAOTIC TIME-SERIES |
description |
Forecasting of chaotic time-series has increasingly become a popular and challenging
subject. Many of the forecasting methods proposed in the literature are either inefficient
when applied to multi 'itep-ahead forecasting of chaotic time series as they only perform
one-step-ahead forecasts, or difficult to implement in terms of model complexity. The
motivation to conduct the current study is to develop a more effective, easy-to-use and
practical method for multi-step-ahead forecasting of chaotic time-series. Over the last
decade. the main advances in forecasting are hybrid and ensemble modelling. Theoretical
and empirical studies reported in the literature suggest that one of the best ways
of enhancing forecasting performance is by hybrid modelling. where the models that
constitutes the hybrid model function in a different manner hence capturing disparate
data patterns. |
format |
Thesis |
author |
ABDULKADIR, SAID JADID |
author_facet |
ABDULKADIR, SAID JADID |
author_sort |
ABDULKADIR, SAID JADID |
title |
A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING
OF CHAOTIC TIME-SERIES |
title_short |
A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING
OF CHAOTIC TIME-SERIES |
title_full |
A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING
OF CHAOTIC TIME-SERIES |
title_fullStr |
A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING
OF CHAOTIC TIME-SERIES |
title_full_unstemmed |
A NO-LINEAR HYBRID MODEL FOR MULTI-STEP-AHEAD FORECASTING
OF CHAOTIC TIME-SERIES |
title_sort |
no-linear hybrid model for multi-step-ahead forecasting
of chaotic time-series |
publishDate |
2016 |
url |
http://utpedia.utp.edu.my/id/eprint/21532/1/2015%20-COMPUTER%20%26%20INFORMATION%20SCIENCES%20-%20A%20NON-LINEAR%20HYBRID%20MODEL%20FOR%20MULTI-STEP-AHEAD%20FORECASTING%20OF%20CHAOTIC%20TIME-SERIES%20-%20SAID%20JADID%20ABDULKADIR.pdf http://utpedia.utp.edu.my/id/eprint/21532/ |
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1805891039349702656 |
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13.222552 |