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研究生: 賴進利
Lai, Jin-Li
論文名稱: 兩階段實驗設計在簡單迴歸轉換點估計上的應用
Two-stage design for estimation of the change point in a two-phase simple linear regression
指導教授: 蔡紋琦
Tsai, Wen-Chi
學位類別: 碩士
Master
系所名稱: 商學院 - 統計學系
Department of Statistics
論文出版年: 2005
畢業學年度: 93
語文別: 中文
論文頁數: 44
中文關鍵詞: 轉換點
外文關鍵詞: change point
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  • 轉換點(change point)問題出現在許多的統計領域,包括了有母數、無母數、迴歸、時間序列、序貫、貝式等模型,本研究主要是針對簡單迴歸模型的估計單一轉換點之問題作探討,若我們均勻分布解釋變數並採用最小平方法來估計轉換點,模擬結果告訴我們估計值會有雙峰的現象,此現象造成了變異數的增大。我們嘗試利用二階段設計來改善之前的估計,藉由第一階段所得到轉換點的可能範圍來估計第二階段的實驗,模擬結果顯示此兩階段估計的確降低了估計值的差異。


    The change point problem can be involved in many models such as parametric, nonparametric, regression, time series, sequential, Bayesian, and so on. This thesis focuses on estimating the location of the change point in a simple regression model. We first show that the computational simulation demonstrates a bimodal phenomenon which could increase the variation of the estimator badly when the independent variables are allocated uniformly over the explanatory interval and the least square method is used to determine the estimator of the change point. In the second part,we implement a two-stage design that tries to shrink the possible location of the change point via first stage and then design the second stage accordingly. Simulation result gives a positive response in reducing the
    variation caused by the bimodal phenomenon.

    第一章 緒論••••••••••••••••••••• 1
    第一節 研究背景與文獻介紹•••••••••••• 1
    第二節 轉換點模型的介紹••••••••••••• 2
    第三節 轉換點迴歸模型的相關參數估計••••••••3
    第二章 一階段設計•••••••••••••••••• 8
    第一節 解釋變數的設計方法•••••••••••• 8
    第二節 轉換點位置估計式••••••••••••• 9
    第三節 影響轉換點估計可能性的探討•••••••• 10
    第四節 觀察值個數對估計的影響•••••••••• 13
    第五節 轉換點位置對估計的影響•••••••••• 24
    第六節 轉換點處不連續對估計的影響•••••••• 26
    第七節 轉換點處平移量大小對估計的影響•••••• 28
    第三章 二階段設計•••••••••••••••••• 31
    第一節 3種二階段設計模擬步驟••••••••••• 31
    第二節 第一種二階段設計模擬結果••••••••• 32
    第三節 第二種二階段設計模擬結果••••••••• 39
    第四節 第三種二階段設計模擬結果••••••••• 40
    第四章 結語••••••••••••••••••••• 41
    參考文獻••••••••••••••••••••••• 43

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