Loading...
|
Please use this identifier to cite or link to this item:
https://nccur.lib.nccu.edu.tw/handle/140.119/85927
|
Title: | 以線性與非線性模式進行市場擇時策略 Implementing the Market Timing Strategy on Taiwan Stock Market: The Linear and Nonlinear Appraoches |
Authors: | 余文正 Yu, Alex |
Contributors: | 徐燕山 蔡瑞煌 Yenshan Hsu Ray H. Tsaih 余文正 Alex Yu |
Keywords: | 市場擇時 類神經網路 後向傳導網路系統 market timing neural network Back Propagation neural network |
Date: | 1998 |
Issue Date: | 2016-04-21 17:06:02 (UTC+8) |
Abstract: | This research employs five predicting variables to implementing the market timing strategy. These five variables are E/P1, E/P2, B/M, CP and GM. The investment performances of market timing under a variety of investment horizons are examined. There are four different forecasting horizons, which are one-month, three-month, six-month, and twelve-month investment horizons. Both the linear approach and artificial neural networks are employed to forecasting the market. The artificial neural network is employed with a view to capture the non-linearity property embedded in the market. This research employs five predicting variables to implementing the market timing strategy. These five variables are E/P1, E/P2, B/M, CP and GM. The investment performances of market timing under a variety of investment horizons are examined. There are four different forecasting horizons, which are one-month, three-month, six-month, and twelve-month investment horizons. Both the linear approach and artificial neural networks are employed to forecasting the market. The artificial neural network is employed with a view to capture the non-linearity property embedded in the market. |
Reference: | [1] Ball, Ray, 1978, "Anomalies in relationships between securities` yields and yield-surrogates," Journal of Financial Economics 6, 103-126.
[2] Basu, Sanjoy, 1983, "The relationship between earnings yield, market value, and return for NYSE common stocks: Further evidence," Journal of Financial Economics 12, 129-156.
[3] Breen William, Lawrence R. Glosten and Ravi Jagannathan, 1989, "Economic significance of predictable variations in stock index returns," Journal of Finance 44, 1177-1189.
[4] Campbell, John Y., 1987, "Stock returns and the term structure," Journal of Financial Economics 18, 373-399.
[5] Campbell, John Y. and Robert J. Shiller, 1988, "Stock prices, earnings, and expected dividends," Journal of Finance 43, 661-676.
[6] Chan, Louis K., Yasushi Hamao and Josef Lakonishok, 1991, "Fundamentals and stock returns in Japan," Journal of Finance 46, 1739-1789.
[7] Chen, N. F., R. Roll, and S. A. Ross, 1986, "Economic forces and the stock market," Journal of Business 59, 382-403.
[8] Chen, 1996, "A research on market timing strategy," National Chung Cheng University unpublished master thesis.
[9] Cumby, Robert E., and David M. Modest, 1987, "Testing for market timing ability: A framework for forecast evaluation," Journal of Financial Economics 18, 169-190.
[10] Desai, Vijay S., and Rakesh Bharati, 1998, "The efficacy of neural networks in predicting returns on stock and bond indices," Decision Sciences 29, 405-425.
[11] Donaldson, R Glen, and Kamstra, Mark, 1996, "Forecasting combining with nerual networks," Journal of Forecasting 15, 49-62.
[12] Dubois, C., 1992, "Tactical asset allocation: A review of current techniques," in Active Asset Allocation, edited by R. Arnott and F. Fabozzi, Chicago: Probus Publishing Co.
[13] Fama, Eugene F., and Kenneth R. French, 1988, "Dividend yield and expected stock returns," Journal of Financial Economics 22, 3-25.
[14] Fama, Eugene F., and Kenneth R. French, 1992, "The cross-section of expected stock returns," Journal of Finance 47, 427-265.
[15] Fama, Eugene F., and G. William Schwert, 1977, "Asset returns and inflation," Journal of Financial Economics 5, 115-146.
[16] Giovannini, Alberto, and Jorion, Philippe, 1987, "Interest rates and risk premia in the stock market and in the foreign exchange market," Journal of International Money and Finance 6, 107-123.
[17] Hu, Michael Y., Guoqiang Zhang, Christine X Jiang, and B Eddy Patuwo, 1999, "A cross-validation analysis of neural network out-of-sample performance in exchange rate forecasting," Decision Sciences 30. 197-216.
[18] Keim, Donald B., and Robert F. Stambaugh, 1986, "Predicting returns in the stock and bond markets," Journal of financial Economics 17, 357-390.
[19] Kim, Moon K., and Wu, Chunchi, 1988, "Effects of inflation on capital structure," The Financial Review 23, 183-201
[20] Lee, Wai, 1997, "Market timing and short-term interest rates," Journal of Portfolio Management 23, 35-46.
[21] Rosenberg, Barr, Kenneth Reid, and Ronald Lanstein, 1985, "Persuasive evidence of market inefficiency," Journal of Portfolio Management 11, 9-17.
[22] Stattman, Dennis, 1980, "Book values and stock returns," The Chicago MBA: A Journal of Selected Papers 4, 25-45.
[23] Sharpe, William F., 1975, "Likely gains from market timing," Financial Analysts Journal 31, 60-69.
[24] Summers, L. H., 1986, "Does the stock market rationally reflect fundamental values?" Journal of Finance 41, 591-601
[25] Tsaih, R., Y. Hsu, C. Lai, 1998, "Forecasting S&P 500 stock index futures with a hybrid AI system," Decision Support Systems 23, 161-174.
[26] Tsaih, R., W. K. Chen, and Y. P. Lin, 1998, "Application of Reasoning Neural Networks to Financial Swaps," Journal of Computational Intelligence in Finance, 27-37. |
Description: | 碩士 國立政治大學 財務管理研究所 86357007 |
Source URI: | http://thesis.lib.nccu.edu.tw/record/#B2002001498 |
Data Type: | thesis |
Appears in Collections: | [財務管理學系] 學位論文
|
Files in This Item:
File |
Size | Format | |
index.html | 0Kb | HTML2 | 222 | View/Open |
|
All items in 政大典藏 are protected by copyright, with all rights reserved.
|