Prediction and classification with neural network models

Sociological Methods and Research

Volumn 27, Issue 4, 1999, Pages 499-524

  Zeng, Langche ^a  

^a NONE

Author keywords

[No Author keywords available]

Indexed keywords

EID: 0033126073     PISSN: 00491241     EISSN: None     Source Type: Journal    
DOI: 10.1177/0049124199027004002     Document Type: Article

References (33)

1. Barron, A. R. 1993. "Universal Approximation Bounds for Superposition of a Sigmoidal Function." IEEE Transactions on Information Theory 39 (3): 930-945.
2. Beck, Neal and Simon Jackman. 1998. "Beyond Linearity by Default: Generalized Additive Models." American Journal of Political Science 42 (2): 596-627.
3. Bennett, Scott D. 1996. "Security, Bargaining, and the End of Interstate Rivalry." International Studies Quarterly 40:157-184.
4. Bishop, Christopher M. 1995. Neural Networks for Pattern Recognition. Oxford, UK: Clarendon.
5. Cheng, Bing and D. M. Titterington. 1994. "Neural Networks: A Review From a Statistical Perspective." Statistical Science 9 (1): 2-54.
6. Cox, Gary W. 1995. "Anatomy of a Split: The Liberal Democrats of Japan." Electoral Studies 14 (4): 355-376.
7. Gallant, A. Ronald. 1981. "On the Bias in Flexible Functional Forms and an Essentially Unbiased Form." Journal of Econometrics 15:211-245.
8. Garson, David. 1991. "Algorithms With Common Multivariate Procedures for Analysis of Social Science Data." Social Science Computer Review 9 (3): 399-434.
9. Geman, Stuart, Elie Bienenstock, and R. Doursat. 1992. "Neural Networks and the Bias/Variance Dilemma." Neural Computation 4:1-58.
10. Hao, Lingxin. 1997. "Using a Multinomial Logit Specification to Model Two Interdependent Processes With an Empirical Application." Sociological Methods and Research 26 (1): 80.
11. Hertz, John, Anders Krogh, and Richard G. Palmer. 1991. Introduction to the Theory of Neural Computation. Reading, MA: Addison-Wesley.
12. Hornik, Kurt. 1991. "Approximating Capabilities of Multilayer Feedforward Networks. "Neural Networks 4:251-257.
13. Kiewiet, D. Rod and Langche Zeng. 1993. "An Analysis of Congressional Career Decisions: 1947-1986." American Political Science Review 87 (4): 928-941.
14. Kimber, Richard. 1991. "Artificial Intelligence and the Study of Democracy." Social Science Computer Review 9 (3): 381-398.
15. King, G. 1991. "Calculating Standard Errors of Predicted Values Based on Nonlinear Functional Forms." The Political Methodologist 4 (2): 2-4.
16. Kuan, Chung-Ming and Halben White. 1994. "Artificial Neural Networks: An Econometric Perspective." Econometric Reviews 13 (1): 1-91.
17. MacKay, David J. C. 1994. "Bayesian Methods for Backpropagation Networks." Pp. 211-254 in Models of Neural Networks, edited by E. Domany, J. L. van Hemmen, and K. Schulten. New York: Springer-Verlag.
18. McFadden, Daniel. 1978. "Modeling the Choice of Residential Location." Pp. 75-76 in Spatial Interaction Theory and Planning Models, edited by A. Karlqvist. Amsterdam: North-Holland.
19. Moody, John and Joachim Utans. 1994. Neural Networks in the Capital Markets. New York: John Wiley.
20. Muller, Berndt and Joachim Reinhardt. 1990. Neural Networks: An Introduction. Berlin: Springer.
21. Murata, Noburu, Shuji Yoshizawa, and Shun-Ichi Amari. 1993 "Learning Curves, Model Selection and Complexity of Neural Networks." Pp. 607-614 in Advances in Neural Information Processing Systems 5, edited by S. J. Hanson, J. D. Cowan, and C. L. Giles. San Mateo, CA: Morgan Kaufmann.
22. Ordeshook, Peter C. and Langche Zeng. 1997. "Rational Voters and Strategic Voting: Evidence From the 1968, 1980, and 1992 Elections." Journal of Theoretical Politics 9 (2): 167-187.
23. Richard, M. D. and Richard P. Lippmann. 1991. "Neural Network Classifiers Estimate Bayesian A Posterior Probabilities." Neural Computation 3:461-483.
24. Ripley, Brian D. 1993. "Statistical Aspects of Neural Networks." Pp. 40-123 in Networks and Chaos: Statistical and Probabilistic Aspects, edited by O. E. Barndorff-Nielsen, J. L. Jensen, and W. S. Kendall. London: Chapman & Hall.
25. Rumelhart, David E., James L. McClelland, and the PDP Research Group. 1986. Parallel Distributed Processing: Explorations in the Microstructure of Cognition. Cambridge: MIT Press.
26. Schrodt, Philip A. 1991. "Prediction of Interstate Conflict Outcomes Using a Neural Network." Social Science Computer Review 9 (3): 359-380.
27. -. 1995. "Patterns, Rules and Learning: Computational Models of International Behavior." Unpublished manuscript, University of Kansas.
28. Train, Kenneth. 1986. Qualitative Choice Analysis: Theory, Econometrics, and an Application to Automobile Demand. Cambridge: MIT Press.
29. Werbos, Paul. 1994. The Roots of Backpropagation: From Ordered Derivatives to Neural Networks and Political Forecasting. New York: John Wiley.
30. Western, Bruce. 1996. "Sociological Sources of Nonlinearity in Economic Data: A Bayesian Neural Network Analysis." Working paper, Department of Sociology, Princeton University.
31. White, Halbert. 1990. "Connectionist Non-Parametric Regression: Multi-Layer Feedforward Networks Can Learn Arbitrary Mappings." Neural Networks 3:535-549.
32. -. 1992. Artificial Neural Networks, Approximation and Learning Theory. Oxford, UK: Blackwell.
33. Zeng, Langche. 1996. "Neural Network Models and Political Data Analysis". Paper presented at the annual meeting of the Midwest Political Science Association, April, Chicago.