Responsive image
博碩士論文 etd-0726110-143040 詳細資訊
Title page for etd-0726110-143040
論文名稱
Title
台灣股票市場從眾行為探討暨分量回歸應用
An Empirical Study of Herding Behavior in Taiwan Stock Market: Evidence from Quantile Regression Analysis
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
45
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2010-05-31
繳交日期
Date of Submission
2010-07-26
關鍵字
Keywords
分量回歸、從眾行為、CSAD模型、行為財務
Quantile regression, Herding behavior, Cross-Sectional Absolute Dispersions (CSAD)
統計
Statistics
本論文已被瀏覽 5797 次,被下載 37
The thesis/dissertation has been browsed 5797 times, has been downloaded 37 times.
中文摘要
本研究旨在分析台灣市場中,投資人做投資決策時,其行為是否會受到從眾效應的影響。藉由Cross-Sectional Absolute Dispersions (CSAD)的研究方法衡量從眾效果時,研究結果顯示台灣市場存在顯著的從眾現象。另一方面,考量現今全球金融市場的連動性與密不可分的關係,除了衡量從眾行為在台灣市場的影響外,本研究嘗試加入美國市場的變化對台灣投資人的影響。研究結果顯示投資人做投資決策時,美國市場的變化會顯著的影響其結果,驅使從眾效果加劇、更顯著。除此之外,本研究亦探討特定事件如亞洲金融海嘯、網路泡沫以及次貸危機發生時,對從眾效果的影響。實證顯示,網路泡沫期間,國內外指數大幅的波動會顯著的影響投資人行為並造成從眾效果。而次貸危機發生時,指數波動僅造成部分從眾效果。最後,本研究也嘗試以從眾效果的影響為出發點,進而設計一投資策略、形成投資組合,並分析該投資組合之特性。回測結果顯示,低流動性與低波動性之股票能有效降低投資組合風險。以上研究結果除以簡單回歸估計係數外,並輔以分量迴歸作為穩定性檢測,以防估計偏誤。
Abstract
This study investigates investment behavior of Taiwan market participants from different aspects of measure, especially with regard to their tendency to forming herding behavior. By applying concepts of Cross-Sectional Absolute Dispersions (CSAD), we find significant evidence of herding behavior in the Taiwan market. Evidences suggest that the herding formation in Taiwan market is strongly influenced by the US market and we should not ignore the impact of globalization. With regard to the issue of financial crises, we find no herding behavior during the 1998 Asian Crisis but partial evidence shows that herding activities may be influenced by crisis during the 2000 Internet Bubble and 2008 Sub-prime Crisis in the Taiwan market. Moreover, all empirical results are reexamined using Quantile analysis to avoid potential bias in estimations. Finally, results from applying herding behavior in portfolio management indicate that investing in stocks of lower liquidity and volatility can reduce the risk of portfolios.
目次 Table of Contents
Table of Contents
I. INTRODUCTION 1
1-1 DEVELOPMENT OF BEHAVIORAL FINANCE 1
1-2 WHAT IS BEHAVIORAL FINANCE 1
1-3 BEHAVIORAL FINANCE AND ALPHA 1
1-4 RESEARCH MOTIVATION 2
II. LITERATURE REVIEW 4
2-1 DEFINITION OF HERDING BEHAVIOR 4
2-2 TRADING BEHAVIOR 4
2-3 RETURN DISPERSIONS 5
III. DATA AND METHODOLOGY 9
3-1 DATA 9
3-2 METHODOLOGY 9
3-2-1 Chiang’s Methodology 10
3-2-2 Grouping 10
3-2-3 Issues in Herding Behavior 11
3-2-4 Quantile Regression Approach 13
3-2-5 Procedure of Investment Strategy 16
IV. EMPIRICAL RESULTS 17
4-1 DESCRIPTIVE STATISTICS 17
4-2 HERDING BEHAVIOR IN TAIWAN MARKET 19
4-3 ESTIMATION OF HERDING BEHAVIOR 22
4-4 GLOBALIZATION AND FINANCIAL CRISIS 24
4-4.1 Globalization 24
4-4.2 Financial Crisis 25
4-5 INVESTMENT STRATEGIES OF HERDING BEHAVIOR 27
V. CONCLUSION 32
5-1 CONCLUSION 32
5-2 FOLLOW-UP STUDY 34
APPENDIX 35
REFERENCES 39
List of Figures
FIGURE 1 DISTRIBUTION OF RESIDUALS 18
FIGURE 2 RELATIONSHIP BETWEEN CSAD AND RM 19
FIGURE 3 CONSTRUCTED PORTFOLIOS I 29
FIGURE 4 CONSTRUCTED PORTFOLIOS II 30
List of Tables
TABLE 1 LIST OF SOME RELEVANT STUDIES IN HERDING BEHAVIOR 8
TABLE 2 DATA AND METHODOLOGIES 15
TABLE 3 DESCRIPTIVE STATISTICS OF Rt AND CSADt 18
TABLE 4 NORMALITY TEST OF RESIDUALS 18
TABLE 5 ESTIMATIONS OF HERDING BEHAVIOR IN TAIWAN MARKET 20
TABLE 6 SYMMETRIC QUANTILES TEST OF HERDING BEHAVIOR IN THE TAIWAN MARKET 22
TABLE 7 REGRESSION RESULTS IN SIZE, LIQUIDITY, AND VOLATILITY 23
TABLE 8 REGRESSION RESULTS OF GLOBALIZATION AND FINANCIAL CRISIS 26
TABLE 9 DESCRIPTIVE STATISTICS OF CONSTRUCTED PORTFOLIO 28
Appendix
TABLE A1 DESCRIPTIVE STATISTICS OF HERDING BEHAVIOR IN INDUSTRY LEVEL 35
TABLE A2 ESTIMATIONS OF HERDING BEHAVIOR IN EACH INDUSTRY 36
TABLE A3 QUANTILE ANALYSIS OF HERDING BEHAVIOR: UP AND DOWN MARKETS. 37
TABLE A4 QUANTILE ANALYSIS OF GLOBALIZATION AND FINANCIAL CRISIS “CASE STUDY” 38
參考文獻 References
References
1. Chang, E.C., J.W. Cheng and A. Khorana, 2000. “An examination of herd behavior inequity markets: An international perspective.” Journal of Banking and Finance 24, 1651–1679.

2. Chen, C.H. (陳志宏), 2007. “An empirical study on herd behavior in Taiwan stock market. Master Dissertation.”

3. Chiang, T.C. and D. Zheng, 2010. “An empirical analysis of herd behavior in global stock markets.” Journal of Banking & Finance.

4. Chiang, T.C. and L. Tan, 2008. “Empirical investigation of herding behavior in Chinese stock markets: Evidence from quantile regression analysis,” Working Paper.

5. Chiang, T.C. and D. Zheng, 2008. “An empirical investigation of herd behavior: Evidence from international perspective.” Working Paper.

6. Christie, W.G. and R.D. Huang, 1995. “Following the pied piper: Do individual returns herd around the market?” Financial Analysts Journal 51, 31–37.

7. Demirer, R. and A.M. Kutan, 2006. “Does herding behavior exist in Chinese stock markets?” Journal of International Financial Markets Institutions and Money 16, 123–142.

8. Duffee, G.R., 2001. “Asymmetric cross-sectional dispersion in stock returns: evidence and implications.” Federal Reserve Bank of San Francisco Working Papers in Applied Economic Theory 2000-18.

9. Fuller, R.J., 2000. “Behavioral finance and the sources of alpha.” Journal of Pension Plan Investing, Winter 1998, Vol. 2, No. 3.

10. Grinblatt, M., S. Titman and R. Wermers, 1995. “Momentum investment strategies, portfolio performance, and herding: a study of mutual fund behavior.” American Economic Review 85, 1088–1105.

11. Hwang, S. and M. Salmon, 2006. “Sentiment and beta herding.” Working paper, University of Warwick.

12. Jiang, H.R.(江宏儒), 2002. “Examination of herd behavior in stock markets: Emerging markets V.S. Developed countries.” Master Dissertation.

13. Koenker, R., 2005. “Quantile regression.” Cambridge University Press.

14. Lakonishok, J., A. Shleifer and R.W. Vishny, , 1992. “The impact of institutional trading on stock prices.” Journal of Financial Economics 32, 23–44.

15. Ricciardi, V., 2005. “A research starting point for the new scholar: A unique perspective of behavioral finance.” Working Paper.

16. Saastamoinen, J. 2008. “Quantile regression analysis of dispersion of stock returns evidence of herding?” Working Paper.

17. Tan, L., T.C. Chiang, J. Mason and E. Nelling, 2008. “Herding behavior in Chinese stock markets: An examination of A and B shares.” Pacific-Basin Finance Journal 16, 61–77.

18. Wermers, R., 1999. “Mutual fund herding and the impact on stock prices.” Journal of Finance 54, 581–622.

19. Zhou, R. and R. Lai, 2009. “Herding and information based trading.” Journal of Empirical Finance 16, 388–393.
電子全文 Fulltext
本電子全文僅授權使用者為學術研究之目的,進行個人非營利性質之檢索、閱讀、列印。請遵守中華民國著作權法之相關規定,切勿任意重製、散佈、改作、轉貼、播送,以免觸法。
論文使用權限 Thesis access permission:校內一年後公開,校外永不公開 campus withheld
開放時間 Available:
校內 Campus: 已公開 available
校外 Off-campus:永不公開 not available

您的 IP(校外) 位址是 3.17.79.60
論文開放下載的時間是 校外不公開

Your IP address is 3.17.79.60
This thesis will be available to you on Indicate off-campus access is not available.

紙本論文 Printed copies
紙本論文的公開資訊在102學年度以後相對較為完整。如果需要查詢101學年度以前的紙本論文公開資訊,請聯繫圖資處紙本論文服務櫃台。如有不便之處敬請見諒。
開放時間 available 已公開 available

QR Code