Publications-Theses

題名 以重複事件模型分析股價報酬
Recurrent Event Analysis of Security Returns
作者 黃詠嵐
貢獻者 謝淑貞
黃詠嵐
關鍵詞 重複事件模型
日期 2007
上傳時間 8-Dec-2010 13:35:23 (UTC+8)
摘要 This article examines the possibility of an unusual change of the security returns, which is defined as 10% changes, by applying recurrent event data technique in survival analysis. The empirical evidences obtained from S&P 500 firms show that the momentum effect has a significantly positive relation with the probability of the acute fluctuations to occur. And the book-to-market factor, which can be seen as a value/growth indicator, is always negatively related to probability of the events. However, the market factor, the size factor, and the liquidity factor provide no additional information to predict the probability. Based on the estimated hazard rate for the market, we find an interesting result that during the bull market, the stock prices rise gradually over time while collapse acutely, and the converse is true when the market is bad.
參考文獻 01. Amihud, Y., and Mendelson, H., 1986. Asset pricing and the bid-ask spread. Journal of Financial Economics 17, 223–249.
02. Basu, S., 1983. The relationship between earnings yield, market value, and return for NYSE common stocks: Further evidence. Journal of Financial Economics 12, 129-156.
03. Banz, R. W., 1981. The relationship between return and market value of common stocks. Journal of Financial Economics 9, 3-18.
04. Black, F., 1972. Capital market equilibrium with restricted borrowing. Journal of Business 45, 444-455.
05. Chan, K. C., and Chen, N. F., 1991. Structural and return characteristics of small and large firms. Journal of Finance 46, 1467-1484.
06. Chan, L. K., Jegadeesh, N., and Lakonishok, J., 1996. Momentum strategies. Journal of Finance 51, 1681–1713.
07. Datar, V. T., Naik, N. Y., and Radcliffe, R., 1998. Liquidity and asset returns: An alternative test. Journal of Financial Markets 1, 203–220.
08. DeBondt, W. F. M., and Thaler, R. H., 1985, Does the stock market overreact, Journal of Finance 40, 793-805.
09. DeBondt, W. F. M., and Thaler, R. H., 1985. Further evidence of investor overreaction and stock market seasonality. Journal of Finance 42, 557-581.
10. Fama, E. F., and French K. R., 1992. The cross-section of expected stock returns. Journal of Finance 47, 427-465.
11. Fama, E. F., and French K. R., 1995. Size and book-to-market factors in earnings and returns. The Journal of Finance 50, 131-155.
12. Fama, E. F., and French K. R., 1996. Multifactor explanations of asset pricing anomalies. Journal of Finance 51, 55-84.
13. Fama, E. F., and French K. R., 2006. The value premium and the CAPM. Journal of Finance 5, 2163-2185.
14. Hougaard, P., 2000. Analysis of multivariate survival data.
15. Jegadeesh, N., 1990. Evidence of predictable behavior of security returns. The Journal of Finance 45, 881-898.
16. Jegadeesh, N., and Titman S., 1993. Returns to buying winners and selling losers: Implications for stock market efficiency. Journal of Finance 48, 65-91.
17. Lakonishok, J., Andrei S., and Robert W. V., 1994. Contrarian investment, extrapolation, and risk. Journal of Finance 49, 1541-1578.
18. Lee, C. M. C., and Swaminathan B., 2000. Price momentum and trading volume. Journal of Finance, 5, 2017-2069.
19. Lin, D. Y., Wei, L. J., and Weissfeld, L., 1989. Regression analysis of multivariate incomplete failure time data by modeling marginal distributions. Journal of the American Statistical Association 84, 1065-1073.
20. Lin, D. Y., and Wei, L. J., 1989. The robust inference for the Cox proportional hazards model. Journal of the American Statistical Association 84, 1074-1078.
21. Lintner, J., 1965. The valuation of risk assets and the selection of risky investments in stock portfolios and capital budgets. Review of Economics and Statistics 47, 13-37.
22. Peña, E. A., Hollander, M., 2004. Models for recurrent events in reliability and survival analysis. Kluwer Academic Publishers, 105-123 (Chapter 6).
23. Peña, E. A., Slate, E. H., and Gonzalez, J. R., 2006. Semiparametric inference for a general class of models for recurrent. Journal of Statistical Planning and Inference 137, 1727 – 1747.
24. Ripatti, S., and Palmgren, J., 2000. Estimation of multivariate frailty models using penalized partial likelihood. Biometrics 56, 1016-1022.
25. Rosenberg, B., Kenneth, R., and Ronald, L., 1985. Persuasive evidence of market inefficiency. Journal of Portfolio Management 11, 9-17.
26. Rouwenhorst, K. G., 1998. International momentum strategies. Journal of Finance 53, 267–284.
27. Sharpe, W. F., 1964. Capital asset prices: a theory of market equilibrium under conditions of risk. Journal of Finance 19, 425-442.
28. Stattman, D., 1980. Book values and stock returns. The Chicago MBA: A Journal of Selected Papers 4, 25-45.
29. Therneau, T. M., and Hamilton, S. A., 1997. rhDNase as an example of recurrent event analysis. Statistics in Medicine 16, 2029-2047.
30. Therneau, T. M., and Grambsch, P. M., 2000. Modeling survival data: extending the Cox model.
31. Rondeau, V., Commenges, D., and Joly, P., 2003. Maximum penalized likelihood estimation in a gamma-frailty model. Lifetime Data Analysis 9, 139–153.
32. Wei, L. J., Lin, D. Y., Weissfeld, L., 1989. Regression analysis of multivariate incomplete failure time data by modeling marginal distributions. Journal of the American Statistical Association 84, 1065-1073.
描述 碩士
國立政治大學
國際經營與貿易研究所
95351025
96
資料來源 http://thesis.lib.nccu.edu.tw/record/#G0095351025
資料類型 thesis
dc.contributor.advisor 謝淑貞zh_TW
dc.contributor.author (Authors) 黃詠嵐zh_TW
dc.creator (作者) 黃詠嵐zh_TW
dc.date (日期) 2007en_US
dc.date.accessioned 8-Dec-2010 13:35:23 (UTC+8)-
dc.date.available 8-Dec-2010 13:35:23 (UTC+8)-
dc.date.issued (上傳時間) 8-Dec-2010 13:35:23 (UTC+8)-
dc.identifier (Other Identifiers) G0095351025en_US
dc.identifier.uri (URI) http://nccur.lib.nccu.edu.tw/handle/140.119/49548-
dc.description (描述) 碩士zh_TW
dc.description (描述) 國立政治大學zh_TW
dc.description (描述) 國際經營與貿易研究所zh_TW
dc.description (描述) 95351025zh_TW
dc.description (描述) 96zh_TW
dc.description.abstract (摘要) This article examines the possibility of an unusual change of the security returns, which is defined as 10% changes, by applying recurrent event data technique in survival analysis. The empirical evidences obtained from S&P 500 firms show that the momentum effect has a significantly positive relation with the probability of the acute fluctuations to occur. And the book-to-market factor, which can be seen as a value/growth indicator, is always negatively related to probability of the events. However, the market factor, the size factor, and the liquidity factor provide no additional information to predict the probability. Based on the estimated hazard rate for the market, we find an interesting result that during the bull market, the stock prices rise gradually over time while collapse acutely, and the converse is true when the market is bad.zh_TW
dc.description.tableofcontents I INTRODUCTION - 1 -
II RELATED RESEARCH - 3 -
III METHODOLOGY - 6 -
3.1 Cox Proportional Hazard Model - 7 -
3.2 Semiparametric General Model - 11 -
3.3 The Five-Factor Model - 13 -
IV EMPIRICAL RESULTS - 16 -
4.1 Data Overview - 16 -
4.2 Model Estimations - 17 -
4.3 Survival & Hazard Functions - 26 -
V CONCLUSIONS - 33 -
REFERENCES - 35 -
zh_TW
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dc.language.iso en_US-
dc.source.uri (資料來源) http://thesis.lib.nccu.edu.tw/record/#G0095351025en_US
dc.subject (關鍵詞) 重複事件模型zh_TW
dc.title (題名) 以重複事件模型分析股價報酬zh_TW
dc.title (題名) Recurrent Event Analysis of Security Returnsen_US
dc.type (資料類型) thesisen
dc.relation.reference (參考文獻) 01. Amihud, Y., and Mendelson, H., 1986. Asset pricing and the bid-ask spread. Journal of Financial Economics 17, 223–249.zh_TW
dc.relation.reference (參考文獻) 02. Basu, S., 1983. The relationship between earnings yield, market value, and return for NYSE common stocks: Further evidence. Journal of Financial Economics 12, 129-156.zh_TW
dc.relation.reference (參考文獻) 03. Banz, R. W., 1981. The relationship between return and market value of common stocks. Journal of Financial Economics 9, 3-18.zh_TW
dc.relation.reference (參考文獻) 04. Black, F., 1972. Capital market equilibrium with restricted borrowing. Journal of Business 45, 444-455.zh_TW
dc.relation.reference (參考文獻) 05. Chan, K. C., and Chen, N. F., 1991. Structural and return characteristics of small and large firms. Journal of Finance 46, 1467-1484.zh_TW
dc.relation.reference (參考文獻) 06. Chan, L. K., Jegadeesh, N., and Lakonishok, J., 1996. Momentum strategies. Journal of Finance 51, 1681–1713.zh_TW
dc.relation.reference (參考文獻) 07. Datar, V. T., Naik, N. Y., and Radcliffe, R., 1998. Liquidity and asset returns: An alternative test. Journal of Financial Markets 1, 203–220.zh_TW
dc.relation.reference (參考文獻) 08. DeBondt, W. F. M., and Thaler, R. H., 1985, Does the stock market overreact, Journal of Finance 40, 793-805.zh_TW
dc.relation.reference (參考文獻) 09. DeBondt, W. F. M., and Thaler, R. H., 1985. Further evidence of investor overreaction and stock market seasonality. Journal of Finance 42, 557-581.zh_TW
dc.relation.reference (參考文獻) 10. Fama, E. F., and French K. R., 1992. The cross-section of expected stock returns. Journal of Finance 47, 427-465.zh_TW
dc.relation.reference (參考文獻) 11. Fama, E. F., and French K. R., 1995. Size and book-to-market factors in earnings and returns. The Journal of Finance 50, 131-155.zh_TW
dc.relation.reference (參考文獻) 12. Fama, E. F., and French K. R., 1996. Multifactor explanations of asset pricing anomalies. Journal of Finance 51, 55-84.zh_TW
dc.relation.reference (參考文獻) 13. Fama, E. F., and French K. R., 2006. The value premium and the CAPM. Journal of Finance 5, 2163-2185.zh_TW
dc.relation.reference (參考文獻) 14. Hougaard, P., 2000. Analysis of multivariate survival data.zh_TW
dc.relation.reference (參考文獻) 15. Jegadeesh, N., 1990. Evidence of predictable behavior of security returns. The Journal of Finance 45, 881-898.zh_TW
dc.relation.reference (參考文獻) 16. Jegadeesh, N., and Titman S., 1993. Returns to buying winners and selling losers: Implications for stock market efficiency. Journal of Finance 48, 65-91.zh_TW
dc.relation.reference (參考文獻) 17. Lakonishok, J., Andrei S., and Robert W. V., 1994. Contrarian investment, extrapolation, and risk. Journal of Finance 49, 1541-1578.zh_TW
dc.relation.reference (參考文獻) 18. Lee, C. M. C., and Swaminathan B., 2000. Price momentum and trading volume. Journal of Finance, 5, 2017-2069.zh_TW
dc.relation.reference (參考文獻) 19. Lin, D. Y., Wei, L. J., and Weissfeld, L., 1989. Regression analysis of multivariate incomplete failure time data by modeling marginal distributions. Journal of the American Statistical Association 84, 1065-1073.zh_TW
dc.relation.reference (參考文獻) 20. Lin, D. Y., and Wei, L. J., 1989. The robust inference for the Cox proportional hazards model. Journal of the American Statistical Association 84, 1074-1078.zh_TW
dc.relation.reference (參考文獻) 21. Lintner, J., 1965. The valuation of risk assets and the selection of risky investments in stock portfolios and capital budgets. Review of Economics and Statistics 47, 13-37.zh_TW
dc.relation.reference (參考文獻) 22. Peña, E. A., Hollander, M., 2004. Models for recurrent events in reliability and survival analysis. Kluwer Academic Publishers, 105-123 (Chapter 6).zh_TW
dc.relation.reference (參考文獻) 23. Peña, E. A., Slate, E. H., and Gonzalez, J. R., 2006. Semiparametric inference for a general class of models for recurrent. Journal of Statistical Planning and Inference 137, 1727 – 1747.zh_TW
dc.relation.reference (參考文獻) 24. Ripatti, S., and Palmgren, J., 2000. Estimation of multivariate frailty models using penalized partial likelihood. Biometrics 56, 1016-1022.zh_TW
dc.relation.reference (參考文獻) 25. Rosenberg, B., Kenneth, R., and Ronald, L., 1985. Persuasive evidence of market inefficiency. Journal of Portfolio Management 11, 9-17.zh_TW
dc.relation.reference (參考文獻) 26. Rouwenhorst, K. G., 1998. International momentum strategies. Journal of Finance 53, 267–284.zh_TW
dc.relation.reference (參考文獻) 27. Sharpe, W. F., 1964. Capital asset prices: a theory of market equilibrium under conditions of risk. Journal of Finance 19, 425-442.zh_TW
dc.relation.reference (參考文獻) 28. Stattman, D., 1980. Book values and stock returns. The Chicago MBA: A Journal of Selected Papers 4, 25-45.zh_TW
dc.relation.reference (參考文獻) 29. Therneau, T. M., and Hamilton, S. A., 1997. rhDNase as an example of recurrent event analysis. Statistics in Medicine 16, 2029-2047.zh_TW
dc.relation.reference (參考文獻) 30. Therneau, T. M., and Grambsch, P. M., 2000. Modeling survival data: extending the Cox model.zh_TW
dc.relation.reference (參考文獻) 31. Rondeau, V., Commenges, D., and Joly, P., 2003. Maximum penalized likelihood estimation in a gamma-frailty model. Lifetime Data Analysis 9, 139–153.zh_TW
dc.relation.reference (參考文獻) 32. Wei, L. J., Lin, D. Y., Weissfeld, L., 1989. Regression analysis of multivariate incomplete failure time data by modeling marginal distributions. Journal of the American Statistical Association 84, 1065-1073.zh_TW