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研究生: 張柏彥
Zhang, Bo Yan
論文名稱: 臺灣股票市場之結構變動與GARCH檢定之探討
指導教授: 毛維凌
Mao, Wei Ling
學位類別: 碩士
Master
系所名稱: 社會科學學院 - 經濟學系
Department of Economics
論文出版年: 1996
畢業學年度: 84
語文別: 中文
論文頁數: 120
中文關鍵詞: 商業經濟台灣股票市場結構變動GARCH檢定
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  • 本論文運用CUSUM、CUSUMSQ與虛擬變數探討台灣股票市場的結構性改變,與各種GARCH模型對台灣股票市場報酬加以解釋。實證結果如下:

    1.CUSUM與CUSUMSQ檢定有相當大的差距,這在理論上是不合理的。

    2.CUSUMSQ檢定出的結構改變虛擬變數有部份無法掌握。

    3.EGARCH模型對金融股解釋力並無較佳,但在營建股上則得到較佳的估計,但與經濟直覺相異的地方在正面干擾對股市的影響較負面為大。

    4.GARCH-in-mean模型在金融股上完全無法解釋,即風險與報酬的抵換關係,無法得到印證,但在營建股上以EGARCH為基礎的模型此點可得到印證。

    5.以t分配為基礎GARCH模型在概度函數值與AIC、SBC上有較佳的解釋力,但在殘差的峰態檢定上則出現不一致。而此問題在雙變量GARCH模型上出現概度函數值與殘差峰態檢定出現相當大的不一致性。


    第一章:緒論
    第一節:研究動機與目的..........1
    第二節:研究的步驟..........1
    第三節:論文架構..........2
    第二章:結構性改變檢測方式
    第一節:Chow Test..........4
    第二節:F檢定的後序發展..........5
    第三節:Cusum與Cusumsq檢定..........9
    第三章:ARCH族模型介紹
    第一節: ARCH模型起源與估計..........13
    第二節: ARCH效果檢定..........16
    第三節: 線性的GARCH模型..........18
    第四節:非常態條件下的ARCH模型..........19
    第五節:非線性與無母數的 GARCH模型..........21
    第六節:ARCH-in-Mean模型..........23
    第七節: GARCH模型變異數的穩定性..........24
    第八節: GARCH模型包含跳動點(Jumps)的檢測..........25
    第九節:多變量的ARCH模型..........28
    第十節: GARCH模型的結構性改變..........30
    第四章:結構性變動之實證分析
    第一節:資料基本概述..........32
    第二節:CUSUM與CUSUMSQ檢定..........38
    第三節:Dummy variable檢定結構性改變..........43
    第五章: GARCH模型的檢定與估計
    第一節: GARCH效果檢定..........45
    第二節: GARCH模型之估計..........48
    第六章:評估與總結
    第一節:結論與未來研究方向..........70
    附錄一、CUSUM與CUSUMSQ檢定與虛擬變數檢定結果..........75
    附錄二、GARCH模型之殘差檢定..........97
    參考書文獻..........98

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