Neural networks and organizational systems: Modeling non-linear relationships

European Journal of Operational Research

Volumn 181, Issue 2, 2007, Pages 939-955

  Grznar, John ^a   Prasad, Sameer ^b   Tata, Jasmine ^c  

^a UNIVERSITY OF ILLINOIS AT SPRINGFIELD   (United States)

^b UNIVERSITY OF WISCONSIN WHITEWATER   (United States)

^c LOYOLA UNIVERSITY CHICAGO   (United States)

Author keywords

Group; Neural networks; Organization theory; Outliers

Indexed keywords

MATHEMATICAL MODELS; NEURAL NETWORKS; OPERATIONS RESEARCH; OPTIMIZATION; STATISTICAL METHODS;

NEURAL NETWORK ANALYSES; ORGANIZATION THEORY; ORGANIZATIONAL SYSTEMS; OUTLIERS;

NONLINEAR SYSTEMS;

EID: 33947107859     PISSN: 03772217     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ejor.2005.12.051     Document Type: Article

References (38)

1. Alexander J.A., Lichtenstein R., Jinnet K., and Aunno T.A. The effects of treatment team diversity and size on assessments of team functioning. Hospital and Health Services Management 41 (1996) 37-53
2. Ancona D.G. Outward bound: Strategies for team survival in organizations. Academy of Management Journal 33 (1990) 334-365
3. Beckman R.J., and Cook R.D. Outlier......s. Technometrics 25 (1983) 119-149
4. Bishop C.M. Neural Networks for Pattern Recognition (1995), Oxford University Press, New York
5. Booth D.E. The analysis of outlying data points by robust regression. A multivariate problem bank identification model. Decision Sciences 13 (1982) 72-81
6. Booth D.E., Alam P., Ahkam S., and Osyk B. A robust multivariate procedure for the identification of problem savings and loan institutions. Decision Sciences 20 (1989) 320-333
7. Brightman H.J. Group Problem Solving: An Improved Managerial Approach (1988), Georgia State University Press, Atlanta, GA
8. Buckenmeyer J.A. Self-managed teams: Some operational difficulties. Industrial Management 38 (1996) 10-15
9. Bunke H., and Bunke O. Nonlinear Regression, Functional Relations and Robust Methods, Statistical Methods of Model Building vol. II (1989), John Wiley & Sons, New York
10. Campion M.A., Medsker G.J., and Higgs A.C. Relations between work group characteristics and effectiveness: Implications for designing effective work groups. Personnel Psychology 46 (1993) 823-850
11. Campion M.A., Papper E.M., and Medsker G.J. Relations between work team characteristics and effectiveness: A replication and extension. Personnel Psychology 49 (1996) 429-452
12. Chen D.S., and Jain R.C. A robust back propagation learning algorithm for function approximation. IEEE Transactions on Neural Networks 5 (1994) 467-479
13. Denby L., and Martain R.D. Estimation of the first order autoregressive parameter. Journal of the American Statistical Association 74 (1979) 140-146
14. Grubbs F.E. Procedures for detecting outlying observations in samples. Technometrics 11 (1969) 1-21
15. Hampel F.R. The influence curve and its role in robust estimation. Journal of the American Statistical Association 69 (1974) 383-393
16. Hampel F.R., Rousseeuw P.J., and Ronchetti E. The change-of-variance curve and optimal redescending M-estimators. Journal of the American Statistical Association 76 (1981) 643-648
17. Huber P.J. Robust Statistics (1981), John Wiley & Sons Inc., New York
18. Hu M.Y., Zhang G., Jiang C.X., and Patuwo B.E. A cross-validation of neural network out-of-sample performance in exchange rate forecasting. Decision Sciences 30 (1999) 197-216
19. Khouja M., and Booth D.E. A decision model for the robot selection problem using robust regression. Decision Sciences 22 (1991) 656-662
20. Langfred C.W. The paradox of self-management: Individual and group autonomy in work groups. Journal of Organizational Behavior 21 (2000) 563-585
21. McIntosh-Fletcher D. Teaming by Design. Real Teams for Real People (1996), Irwin, Chicago
22. Nunnally J.C. Psychometric Theory. second ed. (1978), McGraw-Hill, New York
23. Ray D.W., and Bronstein H. Teaming Up: Making the Transition to a Self-Directed. Team-Based Organization (1995), McGraw-Hill, New York
24. Rochester J.D. New business uses for computing. I/S Analyzer 23 (1990) 1-16
25. Rousseeuw P. Least median of squares regression. Journal of the American Statistical Association 79 (1984) 871-880
26. Rousseeuw P., and Leroy A. Robust Regression and Outliers Detection (1987), Wiley, New York
27. Rumelhart D.E., Hinton G.E., and Williams R.J. Learning internal representations by error propagation. In: Rumelhart D.E., and McClelland J.L. (Eds). Parallel Distributed Processing (1986), MIT Press, Cambridge, MA 318-362
28. Smith K.A., and Gupta J.N.D. Neural networks in business: Techniques and application for operations researcher. Computers and Operations Research 27 (2000) 1023-1044
29. Stoel L. Retail cooperatives: Group size, group identification, communication frequency, and relationship effectiveness. International Journal of Retail and Distribution Management 30 (2002) 51-60
30. Tata J., and Prasad S. Team self-management, organizational structure, and judgments of team effectiveness. Journal of Managerial Issues 16 (2004) 248-265
31. Uhl-Bien M., and Graen G.B. Individual self-management: Analysis of professionals' self-managing activities in functional and cross-functional teams. Academy of Management Journal 41 (1998) 340-350
32. Wageman R. Critical success factors for creating superb self-managing teams. Organizational Dynamics (1997) 49-60
33. Wall T.D., Kemp N.J., Jackson P.R., and Clegg C.W. Outcomes of autonomous work groups: A longitudinal field experiment. Academy of Management Journal 29 (1986) 280-304
34. Warner B., and Misra M. Understanding neural networks as statistical tools. The American Statistician 50 (1996) 284-293
35. Werbos P.J. The Roots of Backpropagation (1994), Wiley and Sons, Inc., New York
36. Wong B.K., Bodnovich T.A., and Selvi Y. Neural network applications in business: A review and analysis of the literature (1988-1995). Decision Support Systems 19 (1997) 301-320
37. Wong B.K., Lai V.S., and Lam J. A bibliography of neural network business applications research: 1994-1998. Computers and Operations Research 27 (2000) 1045-1076
38. Zhu D., Premkumar G., Zhang X., and Chu C. Data mining for network intrusion detection: A comparison of alternative methods. Decision Sciences 32 (2001) 635-660