A comparison between Fama and French's model and artificial neural networks in predicting the Chinese stock market

White, 1989, Neural network learning and statistics, AI Expert, 4, 48 Harvey, 1995, Predictable risk and returns in emerging markets, The Review of Financial Studies, 8, 773, 10.1093/rfs/8.3.773 Bhattacharya, 2000, When an event is not an event: the curious case of an emerging market, Journal of Financial Economics, 55, 69, 10.1016/S0304-405X(99)00045-8 Burke, 1999, China's stock markets and the World Trade Organization, Law and Policy in International Business, 30, 321 Lintner, 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, 10.2307/1924119 Sharpe, 1964, Capital asset prices, Journal of Finance, 19, 425 Fama, 1993, Common risk factors in the returns on stocks and bonds, The Journal of Finance, 33, 3 Fama, 1992, The cross-section of expected stock returns, The Journal of Finance, 47, 427, 10.1111/j.1540-6261.1992.tb04398.x Gencay, 1998, The predictability of security returns with simple technical trading rules, Journal of Empirical Finance, 5, 347, 10.1016/S0927-5398(97)00022-4 Gencay, 1997, Linear, non-linear, and essential exchange rate prediction with simple technical trading rules, Journal of International Economics, 47, 91, 10.1016/S0022-1996(98)00017-8 Jaffe, 1989, Earnings yields, market values, and stock returns, Journal of Finance, 44, 135, 10.1111/j.1540-6261.1989.tb02408.x Pesaran, 1995, Predictability of stock returns, Journal of Finance, 50, 1201, 10.1111/j.1540-6261.1995.tb04055.x Campbell, 1987, Stock returns and term structures, Journal of Financial Economics, 18, 373, 10.1016/0304-405X(87)90045-6 Lo, 1988, Stock market prices do not follow random walks, Review of Financial Studies, 1, 44, 10.1093/rfs/1.1.41 Darrat, 2000, On testing the random-walk hypothesis, The Financial Review, 35, 105, 10.1111/j.1540-6288.2000.tb01423.x Liu Y, Yao X. Evolving neural networks for Hang Seng stock index forecast. Proceedings of the 2001 Congress on Evolutionary Computation CEC2001. p. 256–60. Yao, 1999, Neural networks for technical analysis, International Journal of Theoretical and Applied Finance, 2, 221, 10.1142/S0219024999000145 Zhang YQ, Feng JQ, Li H. Application of neural network in the prediction of China stock market. In: Proceeding of IDEAL’98, Hong Kong; 1998. p. 179–85. Jorion, 1995, Predicting volatility in the foreign exchange market, The Journal of Finance, 1, 507, 10.1111/j.1540-6261.1995.tb04793.x Hutchinson, 1994, A nonparametric approach to pricing and hedging derivative securities via learning networks, The Journal of Finance, 49, 851, 10.1111/j.1540-6261.1994.tb00081.x Bergerson, 1991, A commodity trading model based on a neural network-expert system hybrid, Proceedings of the International Joint Conference on Neural Networks, 91, 289 Kryzanowski, 1993, Using artificial neural networks to pick stocks, Financial Analysts Journal, 49, 21, 10.2469/faj.v49.n4.21 Sharda, 1992, A connectionist approach to time series prediction, Journal of Intelligent Manufacturing, 3, 317, 10.1007/BF01577272 Qi, 1998, Economic factors and the stock market, Journal of Forecasting, 18, 151, 10.1002/(SICI)1099-131X(199905)18:3<151::AID-FOR716>3.0.CO;2-V Lenard, 1995, The application of neural networks and a qualitative response model to the auditor's going concern uncertainty decision, Decision Sciences, 26, 209, 10.1111/j.1540-5915.1995.tb01426.x Hu, 1999, A cross-validation analysis of neural network out-of-sample performance in exchange rate forecasting, Decision Science, 30, 197, 10.1111/j.1540-5915.1999.tb01606.x Bruce, 1998, Neural networks and business forecasting, International Journal of Commerce & Management, 8, 94, 10.1108/eb047370 Callen, 1996, Neural network forecasting of quarterly accounting earnings, International Journal of Forecasting, 12, 475, 10.1016/S0169-2070(96)00706-6 Church, 1996, Forecasting consumers’ expenditure, International Journal of Forecasting, 12, 255, 10.1016/0169-2070(95)00631-1 Curry, 1998, Neural networks and business forecasting, International Journal of Commerce & Management, 8, 94, 10.1108/eb047370 Etheridge, 2000, A comparison of selected artificial neural networks that help auditors evaluate client financial viability, Decision Sciences, 31, 531, 10.1111/j.1540-5915.2000.tb01633.x Qi, 2001, Predicting US recessions with leading indicators via neural network model, International Journal of Forecasting, 17, 383, 10.1016/S0169-2070(01)00092-9 Tkacz, 2001, Neural network forecasting of Canadian GDP growth, International Journal of Forecasting, 17, 57, 10.1016/S0169-2070(00)00063-7 Trippi RR, Turban E. Neural networks in finance and investing: using artificial intelligence to improve real-world performance. Chicago: Irwin Profession Publishing; 1996. Zhu, 2001, Data mining for network intrusion detection, Decision Sciences, 32, 635, 10.1111/j.1540-5915.2001.tb00975.x Papatla, 2002, Leveraging the strengths of choice models and neural networks, Decision Sciences, 33, 433, 10.1111/j.1540-5915.2002.tb01651.x Kaparthi, 1994, Performance of selecting part-machine grouping technique for data sets of wide ranging sizes and imperfection, Decision Sciences, 25, 515, 10.1111/j.1540-5915.1994.tb01858.x Bhattacharyya, 1998, Inductive, evolutionary, and neural computing techniques for discrimination, Decision Sciences, 29, 871, 10.1111/j.1540-5915.1998.tb00880.x Desai, 1998, The efficacy of neural networks in predicting returns on stock and bond indices, Decision Sciences, 29, 405, 10.1111/j.1540-5915.1998.tb01582.x Jiang, 2000, Marketing category forecasting, Decision Sciences, 31, 789, 10.1111/j.1540-5915.2000.tb00943.x Fadlalla, 2001, An analysis of the applications of neural networks in finance, Interfaces, 31, 112, 10.1287/inte.31.4.112.9662 Zhang, 1998, Forecasting with artificial neural networks, International Journal of Forecasting, 14, 35, 10.1016/S0169-2070(97)00044-7 McGrath, 2002, Terminator portfolio, Kiplinger's Personal Finance, 56, 56 Ferson, 1993, The risk and predictability of international equity returns, The Review of Financial Studies, 6, 527, 10.1093/rfs/5.3.527 Kimoto T, Asakawa K, Yoda M, Takeoka M. Stock market prediction system with modular neural networks. Proceedings of the IEEE International Conference on Neural Networks; 1990. p. 1–16. McNelis, 1996, A neural network analysis of Brazilian stock prices, Journal of Emerging Markets, 1, 29 Gorr, 1994, Research prospective on neural network forecasting, International Journal of Forecasting, 10, 1, 10.1016/0169-2070(94)90044-2 Hornik, 1989, Multilayer feedforward networks are universal approximators, Neural Networks, 2, 359, 10.1016/0893-6080(89)90020-8 Qi, 1999, Nonlinear predictability of stock returns using financial and economic variables, Journal of Business & Economic Statistics, 17, 419 Rumelhart, 1986 de Carvalho, 1998, Forecasting travel demand, The Journal of the Operational Research Society, 49, 717, 10.1057/palgrave.jors.2600590 Conover, 1980 Corradi, 2002, A consistent test for nonlinear out of sample predictive accuracy, Journal of Econometrics, 110, 353, 10.1016/S0304-4076(02)00099-4 Chua, 2003, A comparative study of linear and nonlinear models for aggregate retail sales forecasting, International Journal of Production Economics, 86, 217, 10.1016/S0925-5273(03)00068-9 Diebold, 1995, Comparing predictive accuracy, Journal of Business & Economic Statistics, 13, 253 Hawley, 1990, Artificial neural systems, Financial Analysts Journal, 46, 63, 10.2469/faj.v46.n6.63