Forecasting Computer Products Sales by Integrating Ensemble Empirical Mode Decomposition and Extreme Learning Machine
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-12-06
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
A hybrid forecasting model that integrates ensemble empirical model decomposition (EEMD), and extreme learning machine (ELM) for computer products sales is proposed.
The EEMD is a new piece of signal processing technology.
It is based on the local characteristic time scales of a signal and could decompose the complicated signal into intrinsic mode functions (IMFs).
The ELM is a novel learning algorithm for single-hidden-layer feedforward networks.
In our proposed approach, the initial task is to apply the EEMD method to decompose the original sales data into a number of IMFs.
The hidden useful information of the original data could be discovered in those IMFs.
The IMFs are then integrated with the ELM method to develop an effective forecasting model for computer products sales.
Experimental results from three real computer products sales data, including hard disk, display card, and notebook, showed that the proposed hybrid sales forecasting method outperforms the four comparative models and is an effective alternative for forecasting sales of computer products.
American Psychological Association (APA)
Lu, Chi-Jie& Shao, Yuehjen E.. 2012. Forecasting Computer Products Sales by Integrating Ensemble Empirical Mode Decomposition and Extreme Learning Machine. Mathematical Problems in Engineering،Vol. 2012, no. 2012, pp.1-15.
https://search.emarefa.net/detail/BIM-1001985
Modern Language Association (MLA)
Lu, Chi-Jie& Shao, Yuehjen E.. Forecasting Computer Products Sales by Integrating Ensemble Empirical Mode Decomposition and Extreme Learning Machine. Mathematical Problems in Engineering No. 2012 (2012), pp.1-15.
https://search.emarefa.net/detail/BIM-1001985
American Medical Association (AMA)
Lu, Chi-Jie& Shao, Yuehjen E.. Forecasting Computer Products Sales by Integrating Ensemble Empirical Mode Decomposition and Extreme Learning Machine. Mathematical Problems in Engineering. 2012. Vol. 2012, no. 2012, pp.1-15.
https://search.emarefa.net/detail/BIM-1001985
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1001985