Residential College | false |
Status | 已發表Published |
A novel instantaneous frequency algorithm and its application in stock index movement prediction | |
Zhang L.2; Liu N.1; Yu P.1 | |
2012-07-27 | |
Source Publication | IEEE Journal on Selected Topics in Signal Processing |
ISSN | 19324553 |
Volume | 6Issue:4Pages:311-318 |
Abstract | There are different approaches in defining instantaneous frequency in the literature; however, with a great variety of practical problems a specific approach is not always applicable. This paper proposes a new type instantaneous frequency suitable for a large class of signals called simple wave. The new instantaneous frequency is called α -counting instantaneous frequency (IF) that should have independent interest. A stock index movement prediction approach is proposed in this paper based on the newly defined instantaneous frequency and signal decomposition. An experiment is provided based on the stock market data of Hong Kong Hang Seng Index. Effectiveness of the proposed approach is assessed through the comparison with BP neural network prediction method, and is proved to be promising. © 2012 IEEE. |
Keyword | Α-counting If Backpropagation (Bp) Neural Network Empirical Mode Decomposition (Emd) Instantaneous Frequency (If) Intrinsic Mode Function (Imf) Radial Basis Function (Rbf) Neural Network Stock Price Movement Prediction |
DOI | 10.1109/JSTSP.2012.2199079 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Engineering |
WOS Subject | Engineering, Electrical & Electronic |
WOS ID | WOS:000306644200003 |
Scopus ID | 2-s2.0-84864130459 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
Corresponding Author | Zhang L. |
Affiliation | 1.Guangdong University of Foreign Studies 2.Universidade de Macau |
First Author Affilication | University of Macau |
Corresponding Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Zhang L.,Liu N.,Yu P.. A novel instantaneous frequency algorithm and its application in stock index movement prediction[J]. IEEE Journal on Selected Topics in Signal Processing, 2012, 6(4), 311-318. |
APA | Zhang L.., Liu N.., & Yu P. (2012). A novel instantaneous frequency algorithm and its application in stock index movement prediction. IEEE Journal on Selected Topics in Signal Processing, 6(4), 311-318. |
MLA | Zhang L.,et al."A novel instantaneous frequency algorithm and its application in stock index movement prediction".IEEE Journal on Selected Topics in Signal Processing 6.4(2012):311-318. |
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