JSW 2013 Vol.8(2): 310-315 ISSN: 1796-217X
doi: 10.4304/jsw.8.2.310-315
doi: 10.4304/jsw.8.2.310-315
Fractional Order Correlation Algorithm's Accuracy Analysis
Yuran Liu, Mingliang Hou
School of Computer Engineering /Huaihai Institute of Technology, Lianyungang,China
Abstract—In order to improve the correlation accuracy of correlation algorithm, the fractional order correlation algorithm of uncertain time sequences is proposed in this paper. By taking advantage of the memory property of fractional order, the algorithm introduces the measurement of fractional order differential for the local trend of time sequence into the correlation algorithm and also analyzes the influences of differential order and noise upon correlation accuracy, provides selection relations between noise level and order. It has been proven with examples that the correlation accuracy of fractional order correlation algorithm has increased by two orders of magnitude as compared with relative and C-type correlation, and increased by one orders of magnitude as compared with slope and T-type correlation.
Index Terms—Fractional order, uncertainty, time series, association.
Abstract—In order to improve the correlation accuracy of correlation algorithm, the fractional order correlation algorithm of uncertain time sequences is proposed in this paper. By taking advantage of the memory property of fractional order, the algorithm introduces the measurement of fractional order differential for the local trend of time sequence into the correlation algorithm and also analyzes the influences of differential order and noise upon correlation accuracy, provides selection relations between noise level and order. It has been proven with examples that the correlation accuracy of fractional order correlation algorithm has increased by two orders of magnitude as compared with relative and C-type correlation, and increased by one orders of magnitude as compared with slope and T-type correlation.
Index Terms—Fractional order, uncertainty, time series, association.
Cite: Yuran Liu, Mingliang Hou, "Fractional Order Correlation Algorithm's Accuracy Analysis," Journal of Software vol. 8, no. 2, pp. 310-315, 2013.
General Information
ISSN: 1796-217X (Online)
Frequency: Quarterly
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, CNKI, Google Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
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