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New Algorithms for Multi-Step Ahead Forecasting

Jezik AngleščinaAngleščina
Knjiga Mehka
Knjiga New Algorithms for Multi-Step Ahead Forecasting Muhammad Arif
Koda Libristo: 06832524
Založba VDM Verlag, april 2010
History tells that every human being desire to foresee, comprehend and ultimately explore the future... Celoten opis
? points 129 b
53.58
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History tells that every human being desire to foresee, comprehend and ultimately explore the future. Multi-step ahead forecasting is a challenging research area due to propagation of forecasting errors with the increase of forecasting steps. Two interesting architectures based on nearest neighbor method are proposed. Importance of selection criteria in nearest neighbor search plays an important role in multi-step ahead forecasting. Effect of up-sampling of time series and change of effective embedding dimension on the forecasting errors is studied in detail. Effect of five interpolation schemes for up-sampling and comparison of three distance metrics for nearest neighbor search on forecasting performance is also included. A hybrid selection criterion of nearest neighbor with avoidance of biasing is found to be very effective in multi-step ahead forecasting. In the end, predictability analysis of proposed algorithms on ten benchmark time series highlight the effectiveness of the forecasting algorithms in the scenarios of series collected from different kinds of dynamic systems. This book is based on the PhD work of Mr. Rahat Abbas.

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O knjigi

Polni naslov New Algorithms for Multi-Step Ahead Forecasting
Jezik Angleščina
Vezava Knjiga - Mehka
Datum izida 2010
Število strani 160
EAN 9783639249811
ISBN 363924981X
Koda Libristo 06832524
Založba VDM Verlag
Teža 245
Mere 152 x 229 x 9
Podarite to knjigo še danes
To je povsem preprosto
1 Dodajte knjigo v košarico in izberite dostavo kot darilo 2 V zameno vam bomo poslali kupon 3 Knjiga bo dostavljena na naslov obdarovanca

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