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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 PublicationIEEE Journal on Selected Topics in Signal Processing
ISSN19324553
Volume6Issue: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.

KeywordΑ-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
DOI10.1109/JSTSP.2012.2199079
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaEngineering
WOS SubjectEngineering, Electrical & Electronic
WOS IDWOS:000306644200003
Scopus ID2-s2.0-84864130459
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Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorZhang L.
Affiliation1.Guangdong University of Foreign Studies
2.Universidade de Macau
First Author AffilicationUniversity of Macau
Corresponding Author AffilicationUniversity 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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