A comparison of neural network and multiple regression analysis in modeling capital structure

Expert Systems with Applications

Volumn 35, Issue 3, 2008, Pages 720-727

  Pao, Hsiao Tien ^a  

^a NATIONAL CHIAO TUNG UNIVERSITY   (Taiwan)

Author keywords

Artificial neural network model; Capital structure; Multiple regression model

Indexed keywords

ARTIFICIAL INTELLIGENCE; BACKPROPAGATION; COMPUTER NETWORKS; EIGENVALUES AND EIGENFUNCTIONS; ELECTRIC FAULT LOCATION; FOOD PROCESSING; FORECASTING; INDUSTRY; LIGHTNING; LINEAR REGRESSION; MATHEMATICAL MODELS; METROPOLITAN AREA NETWORKS; NETWORK PROTOCOLS; NONLINEAR PROGRAMMING; REGRESSION ANALYSIS; RISK ASSESSMENT; STATISTICS; STEEL ANALYSIS; VARIATIONAL TECHNIQUES; VEGETATION;

ARTIFICIAL NEURAL NETWORK (ANN) MODELS; ARTIFICIAL NEURAL NETWORKS (ANN); CAPITAL STRUCTURE; DYNAMIC ADJUSTMENT; ECONOMIC CONTROL; ELSEVIER (CO); EMPIRICAL STUDIES; EXPLANATORY VARIABLES; GROWTH OPPORTUNITIES; INDEPENDENT VARIABLES; MULTIPLE LINEAR REGRESSION (MLR); MULTIPLE REGRESSION ANALYSIS; NON LINEAR MODELING; NON-LINEAR; OPTIMALITY; PREDICTION MODELING; REGRESSION MODELLING; STATISTICAL MODELLING;

NEURAL NETWORKS;

EID: 44949102299     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2007.07.018     Document Type: Article

References (33)

1. Altun H., Bilgil A., and Fidan B.C. Treatment of multi-dimensional data to enhance neural network estimators in regression problems. Expert Systems with Applications 32 2 (2007) 599-605
2. Bathala C.T., Moon K.P., and Rao R.P. Managerial ownership, debt, policy, and the impact of institutional holdings: an agency perspective. Finance Management 23 (1994) 38-50
3. Booth L., Aivazian V., Demirguc-Kunt A., and Maksimovic V. Capital structures in developing countries. Journal of Finance LVI (2001) 87-130
4. Chen J.J. Determinants of capital structure of chinese-listed companies. Journal of Business Research 57 (2004) 1341-1351
5. Chiang W.C., Urban T.L., and Baldridge G.W. A neural network approach to mutual fund net asset value forecasting. Omega-International Journal of Management Science 24 2 (1996) 205-215
6. Dirk B., Abe J., and Kees K. Capital structure policies in Europe: survey evidence. Journal of Banking and Finance 30 (2006) 1409-1442
7. Donaldson G. Financial goals: management vs. stockholds. Harvard Business Review 41 (1963) 116-129
8. Enke D., and Thawornwong S. The use of data mining and neural networks for forecasting stock market returns. Expert Systems with Applications 29 4 (2005) 747-756
9. Fattouh B., Scaramozzino P., and Harris L. Capital structure in south korea: a quantile regression approach. Journal of Development Economics 76 (2006) 231-250
10. Francisco S.M. How SME uniqueness affects capital structure: evidence from a 1994-1998 spanish data panel. Small Business Economics 25 (2005) 447-457
11. Harris M., and Raviv A. The theory of capital structure. Journal of Finance 46 (1991) 297-355
12. Higgins R. How much growth can a firm afford. Financial Management (1997) 7-16
13. Hill T., O'Connor M., and Remus W. Neural network models for time series forecasts. Management Science 42 7 (1996) 1082-1092
14. Homaifar G., Zietz J., and Benkato O. An empirical model of capital structure: some new evidence. Journal of Business Finance and Accounting 21 (1994) 1-14
15. Hwang J.N., Choi J.J., Oh S., and Marks R.J. Query based learning applied to partially trained multilayer perceptron. IEEE T-NN 2 1 (1991) 131-136
16. Jan M.S. The interaction of capital structure and ownership structure. The Journal of Business 78 (2005) 787-816
17. Kisgen D.J. Credit ratings and capital structure. The Journal of Finance LXI (2006) 1035-1048
18. Kumar U.A. Comparison of neural networks and regression analysis: a new insight. Expert Systems with Applications 29 2 (2005) 424-430
19. Liu M.C., Kuo W., and Sastri T. An exploratory study of a neural network approach for reliability data analysis. Quality and Reliability Engineering International 11 (1995) 107-112
20. Mayer C. Financial systems, corporate finance and economic development. In: Glenn Hubbard R. (Ed). Asymmetric information corporate finance and investment (1990), University of Chicago Press, Illinois
21. Moh'd M.A., Perry L.G., and Rimbey J.N. The impact of ownership structure on corporate debt policy: a time-series-cross-sectional analysis. The Financial Review (1998) 85-98
22. Myers S.C. Determinants of corporate borrowing. Journal of Financial Economics 5 (1977) 147-175
23. Myers S.C. The capital structure puzzle. Journal of Finance 39 (1984) 575-592
24. Pao H.T. Comparing linear and non-linear forecasts for Taiwan's electricity consumption. Energy 31 (2006) 1793-1805
25. Prowse S.D. Institutional investment patterns and corporate financial behavior in the US and Japan. Journal of Financial of Economics 27 (1990) 43-66
26. Rajan R.G., and Zingales L. What do we know about capital structure? Some evidence from international data. Journal of Finance 50 (1995) 1421-1460
27. Shyam-Sunder L., and Myers S. Testing statistic tradeoff against pecking order models of capital structure. Journal of Financial Economics 51 (1999) 219-244
28. Smith C., and Watts R. The investment opportunity set and corporate financing, dividend and compensation policies. Journal of Financial Economics 32 (1992) 263-292
29. Titman S., and Wessels R. The determinants of capital structure choice. Journal of Finance 43 (1988) 1-19
30. Tseng F.M., Yu H.C., and Tzenf G.H. Combining neural network model with seasonal time series ARIMA model. Technological Forecasting and Social Change 69 (2002) 71-87
31. Wang Y.M., and Elhag T.M.S. A comparison of neural network, evidential reasoning and multiple regression analysis in modellong bridge risks. Expert Systems with Applications 32 2 (2007) 336-348
32. Zhang G.P. An investigation of neural networks for linear time-series forecasting. Computer & Operations Research 28 (2001) 1183-1202
33. Zhang G.P., and Qi M. Neural network forecasting for seasonal and trend time series. European Journal of Operational Research 160 (2005) 501-514