A MULTI RESOLUTION FORECASTING METHOD FOR SHORT LENGTH TIME SERIES DATA USING NEURAL NETWORKS

S. Arash Sheikholeslam; Pouya Bidram

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Paper

A MULTI RESOLUTION FORECASTING METHOD FOR SHORT LENGTH TIME SERIES DATA USING NEURAL NETWORKS

Topics: Neural Networks; Pattern Recognition

In Proceedings of the 2nd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, 532-535, 2010 , Valencia, Spain

Authors: S. Arash Sheikholeslam and Pouya Bidram

Affiliation: Isfahan Mathematics House(IMH), Iran, Islamic Republic of

Keyword(s): RBF network, Focused time lagged feed forward network (FTLFF), Layer recurrent network (LRN), Tapped delay memory(TDM), Multi resolution forecasting method (MRF).

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Computational Intelligence ; Data Manipulation ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: In this paper a new multi-resolution approach for time series forecasting based on a composition of three different types of neural networks is introduced and developed. A comparison between this method and 3 ordinary neural network based forecasting methods is obtained experimentally.

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Paper citation in several formats:

Arash Sheikholeslam, S. and Bidram, P. (2010). A MULTI RESOLUTION FORECASTING METHOD FOR SHORT LENGTH TIME SERIES DATA USING NEURAL NETWORKS. In Proceedings of the 2nd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART; ISBN 978-989-674-021-4; ISSN 2184-433X, SciTePress, pages 532-535. DOI: 10.5220/0002714305320535

@conference{icaart10,
author={S. {Arash Sheikholeslam}. and Pouya Bidram.},
title={A MULTI RESOLUTION FORECASTING METHOD FOR SHORT LENGTH TIME SERIES DATA USING NEURAL NETWORKS},
booktitle={Proceedings of the 2nd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART},
year={2010},
pages={532-535},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002714305320535},
isbn={978-989-674-021-4},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 2nd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART
TI - A MULTI RESOLUTION FORECASTING METHOD FOR SHORT LENGTH TIME SERIES DATA USING NEURAL NETWORKS
SN - 978-989-674-021-4
IS - 2184-433X
AU - Arash Sheikholeslam, S.
AU - Bidram, P.
PY - 2010
SP - 532
EP - 535
DO - 10.5220/0002714305320535
PB - SciTePress