Please use this identifier to cite or link to this item: https://ah.lib.nccu.edu.tw/handle/140.119/131106
題名: 含外生多變數之時間數列門檻模式模型分析與預測
Constructing Threshold Model with Exogenous Variables and its Forecasting
作者: 王治鈞
Wang, Jhih Jyun
貢獻者: 吳柏林
Wu, Berlin
王治鈞
Wang, Jhih Jyun
關鍵詞: 外生多變數
時間數列
門檻模式
預測
Exogenous variables
Time series
Threshold model
Forecasting
日期: 2019
上傳時間: 3-Aug-2020
摘要: 研究目的: 探討含外生變數之時間數列門檻模式及其應用。 研究方法: 利用隱性變數找出模型之門檻值,並考慮系統內能變化修正預測。 研究發現: 含外生多變數之模糊時間數列門檻模式模型分析與預測。 研究創新: 提出以含外生多變數之門檻模式架構方法。 研究價值: 提出用模糊熵來做預測修正,增加預測之準確度。 研究結論: 本研究建構之模式,均優於傳統的模式分析與預測。
Research Objectives: Exploring the threshold model with exogenous variables and its application. Research Methods: Use implicit variables to find the threshold of the model, and consider the system internal energy change correction prediction. Research Findings: Analysis and Forecasting of threshold model of fuzzy time series with multivariate. Research Innovations: Proposing a threshold architecture method with multivariate. Research Value: Propose to use entropy to make prediction corrections and increase the accuracy of predictions.
參考文獻: [1]. 吳柏林(1995) 時間數列分析導論。台北:華泰書局。\n[2]. 吳柏林 (2005) 模糊統計導論, 方法與應用. 台北:五南書局\n[3]. 楊奕農(2009) 時間序列分析:經濟與財務上之應用。台北,雙葉書廊。\n[4]. Kumar K and Wu B (2001). Detection of change points in time series analysis with fuzzy statistics, International Journal of Systems Science, Vol.32, No.9, pp1185-1192.\n[5]. Hansen, Bruce E. (1999). Testing for Linearity, Journal of Economic Surveys, Vol.13, No.5, pp551-576.\n[6]. Tong H. and Lim K. S. (1980), Threshold Autoregressive, Limit Cycles and Cyclical Data (with Discussion), Journal of the Royal Statistical Society. Series B, Vol.42, No.3, pp245-292.\n[7]. Subba Rao T. and Gabr M. (1980). A test for linearity of stationary time series analysis, Journal of Time Series Analysis , Vol.1, No.1, pp145-158.\n[8]. Haggan V. and Ozaki T. (1980). Amplitude-dependent Exponential AR Model Fitting for Non-linear Random Vibrations, in Time Series, (O. D. Anderson ed.), North-Holland, Amsterdam.\n[9]. Bai Jushan and Pierre Perron (2003). Computation and Analysis of Multiple Structural-Change Models, Journal of Applied Econometrics, Vol.18, No.1, pp1–22.\n[10]. Zhou H. D. (2005). Nonlinearity or structural break? - data mining in evolving financial data sets from a Bayesian model combination perspective, Proceedings of the 38th Hawaii International Conference on System Sciences\n[11]. Tsay Ruey S. (1989). Testing and Modeling Threshold Autoregressive Processes, Journal of the American Statistical Association, Vol.84, No.405, pp231-240.\n[12]. Hansen, Bruce E. (1999). Testing for Linearity, Journal of Economic Surveys, Vol.13, No.5, pp551-576..\n[13]. Chia-Lin Chang (2009). A Panel Threshold Model of Tourism Specialization and Economic Development, International Journal of Intelligent Technologies and Applied Statistics, pp. 159-186\n[14]. Qunyong Wang (2015). Fixed-effect panel threshold model using Stata, The Stata Journal (2015) 15, Number 1, pp. 121-134\n[15]. Henk A Tennekes (2016). A Critical Appraisal of the Threshold of Toxicity Model for NonCarcinogens, Journal of r uoJ Environmental & Analytical Toxicology\n[16]. Arastoo Bozorgi (2016). A community-based algorithm for influence maximization problem under the linear threshold model, Information Processing & Management Vol.52, Issue 6, November 2016, pp1188-1199\n[17]. Klaus K.Holst (2016). The liability threshold model for censored twin data, Computational Statistics & Data Analysis, Vol.93, January 2016, pp324-335
描述: 碩士
國立政治大學
應用數學系
105751010
資料來源: http://thesis.lib.nccu.edu.tw/record/#G0105751010
資料類型: thesis
Appears in Collections:學位論文

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