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Information Journal Paper

Title

CHAOTIC TIME SERIES PREDICTION BY AUTO FUZZY REGRESSION MODEL

Pages

  45-50

Abstract

 Since the pioneering work of Zadeh, fuzzy set theory has been applied to a myriad of areas. Song and Chissom introduced the concept of fuzzy time series and applied some methods to the enrolments of the University of Alabama. Thereafter we apply FUZZY TECHNIQUES for system identification and apply STATISTICAL TECHNIQUES to modelling system. An automatic methodology framework that combines FUZZY TECHNIQUES and STATISTICAL TECHNIQUES for nonparametric residual variance estimation is proposed. The methodology framework is creating REGRESSION model by using FUZZY TECHNIQUES. Identification is performed through learning from examples method introduced by Wang and Mendel algorithm. Delta test residual noise estimation is used in order to select the best subset of inputs as well as the number of linguistic labels for the inputs. An experimental result for CHAOTIC TIME SERIES PREDICTION is compared with statistical model and shows the advantages of the proposed methodology in terms of approximation accuracy, generalization capability and linguistic interpretability.

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    Cite

    APA: Copy

    NAZARI, HALEH, MOTAMENI, HOMAYON, & SHIRAZI, BABAK. (2014). CHAOTIC TIME SERIES PREDICTION BY AUTO FUZZY REGRESSION MODEL. JOURNAL OF ADVANCES IN COMPUTER RESEARCH, 5(2 (16)), 45-50. SID. https://sid.ir/paper/328759/en

    Vancouver: Copy

    NAZARI HALEH, MOTAMENI HOMAYON, SHIRAZI BABAK. CHAOTIC TIME SERIES PREDICTION BY AUTO FUZZY REGRESSION MODEL. JOURNAL OF ADVANCES IN COMPUTER RESEARCH[Internet]. 2014;5(2 (16)):45-50. Available from: https://sid.ir/paper/328759/en

    IEEE: Copy

    HALEH NAZARI, HOMAYON MOTAMENI, and BABAK SHIRAZI, “CHAOTIC TIME SERIES PREDICTION BY AUTO FUZZY REGRESSION MODEL,” JOURNAL OF ADVANCES IN COMPUTER RESEARCH, vol. 5, no. 2 (16), pp. 45–50, 2014, [Online]. Available: https://sid.ir/paper/328759/en

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