The hybrid model of neural networks and genetic algorithms for the design of controls for internet-based systems for business-to-consumer electronic commerce

Expert Systems with Applications

Volumn 38, Issue 4, 2011, Pages 4326-4338

  Lee, Sangjae ^a   Ahn, Hyunchul ^b  

^a Sejong University   (South Korea)

^b Kookmin University   (South Korea)

Author keywords

Genetic algorithms; ISB2C; ISB2C controls; ISB2C implementation; Neural networks

Indexed keywords

BACK-PROPAGATION NEURAL NETWORKS; BUSINESS-TO-CONSUMER ELECTRONIC COMMERCES; CANDIDATE SETS; HYBRID MODEL; HYBRID OPTIMIZATION; INDEPENDENT VARIABLES; INTERNET-BASED SYSTEMS; ISB2C; ISB2C CONTROLS; ISB2C IMPLEMENTATION; MEAN SQUARED ERROR; MODE OF CONTROL; MULTIVARIATE REGRESSION ANALYSIS; NEURAL NETWORKS AND GENETIC ALGORITHMS; NON-LINEAR REGRESSION ANALYSIS; POWER MODEL; PREDICTION ACCURACY; R SQUARE; SEARCH MECHANISM; SECURITY CONTROLS; SQUARE ROOTS; SUM OF SQUARED ERRORS; SYSTEM ENVIRONMENT;

BACKPROPAGATION ALGORITHMS; DESIGN; ELECTRONIC COMMERCE; GENETIC ALGORITHMS; INTERNET; METAL ANALYSIS; MULTIVARIANT ANALYSIS; REGRESSION ANALYSIS; STATISTICS;

NEURAL NETWORKS;

EID: 78650680362     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2010.09.102     Document Type: Article

References (46)

1. B. Back, T. Laitinen, and K. Sere Neural networks and genetic algorithms for bankruptcy predictions Expert Systems with Applications 11 4 1996 407 413
2. P.-C. Chang, S.-H. Chen, and K.-L. Lin Two-phase sub population genetic algorithm for parallel machine-scheduling problem Expert Systems with Applications 29 3 2005 705 712
3. C. Chiu, and N.S. Chiu An adapted covering algorithm approach for modeling airplanes landing gravities Expert Systems with Applications 26 3 2004 443 450
4. V. Choudhury, and R. Sabherwal Portfolios of control in outsourced software development projects Information Systems Research 14 3 2003 291 314
5. D.W. Coit, and A.E. Smith Solving the redundancy allocation problem using a combined neural network/genetic algorithm approach Computers Operations Research 23 6 1996 515 526
6. Computer Security Institute (CSI) (2008). CSI/FBI computer crime and security survey. http://www.gocsi.com/forms/csi-survey.jhtml.
7. K.A. DeJong Adaptive systems design: A genetic approach IEEE Transactions on Systems, Man, and Cybernetics 10 9 1980 566 574
8. S. Dutta, S. Shekhar, and W.Y. Wong Decision support in non-conservative domains: Generalizations with neural networks Decision Support Systems 11 1994 527 544
9. K.M. Fanning, and K.O. Cogger A comparative analysis of artificial neural networks using financial distress prediction International Journal of Intelligent Systems in Accounting, Finance and Management 3 1994 241 252
10. D.E. Goldberg Genetic algorithms in search, optimization, and machine learning 1989 Addison-Wesley Reading, PA
11. M. Gupta, J. Rees, A. Chaturvedi, and J. Chi Matching information security vulnerabilities to organizational security profiles: A genetic algorithm approach Decision Support Systems 41 2006 592 603
12. J.V. Hansen Comparative performance of backpropagation networks designed by genetic algorithms and heuristics International Journal of Intelligent Systems in Accounting, Finance, and Management 7 1998 69 79
13. S.A. Harp, and T. Samad The genetic synthesis of neural network architectures L. Davis, Handbook of genetic algorithms 1991 Van Nostrand Reinhold New York 202 221
14. R. Hecht-Nielsen Neurocomputing 1990 Addison-Wesley Reading, MA
15. T. Hill, and W. Remus Neural network models for intelligent support of managerial decision making Decision Support Systems 11 1994 449 459
16. J.H. Holland Adaptation in natural and artificial systems 1975 The University of Michigan Press Ann Arbor
17. P.L. Hsu, R. Lai, and C.C. Chiu The hybrid of association rule algorithms and genetic algorithms for tree induction: An example of predicting the student course performance Expert Systems with Applications 25 1 2003 51 62
18. ISACA (Information Systems Audit and Control Association) (2009). COBIT control practices: Guidance to achieve control objectives for successful IT governance (2nd ed.).
19. A. Kankanhalli, H.H. Teo, B.C.Y. Tan, and K.K. Wei An integrative study of information systems security effectiveness International Journal of Information Management 23 2003 139 154
20. C.C. Klimasauskas NeuralWorksTM: An introduction to neural computing 1988 NeuralWare Sewickley, PA
21. K. Kim, and I. Han Application of a hybrid genetic algorithm and neural network approach in activity-based costing Expert Systems with Applications 24 1 2003 73 77
22. L.J. Kirsch Deploying common systems globally: The dynamics of control Information Systems Research 15 4 2004 374 395
23. A.G. Kotulic, and J.G. Clark Why there are not more information security research studies Information and Management 41 2004 597 607
24. J.R. Koza Genetic programming 1992 MIT Press Cambridge, MA
25. K.C. Lee, I. Han, and Y. Kwon Hybrid neural network models for bankruptcy predictions Decision Support Systems 18 1996 63 72
26. S. Lee Using a genetic algorithm-based system for the design of EDI controls: EDIGA Expert Systems with Applications 19 2 2000 83 96
27. S. Lee, I. Han, and H. Kym The impact of EDI controls on EDI implementation International Journal of Electronic Commerce 2 4 1998 71 98
28. S. Lee, and K. Kim Using case based reasoning for the design of controls for Internet-based information systems Expert Systems with Applications 36 3 2009 5582 5591
29. Y. Lee, and K.A. Kozar Investigating factors affecting the adoption of anti-spyware systems Communication of the ACM 48 8 2005 72 78
30. S.M. Lee, S.G. Lee, and S. Yoo An integrative model of computer abuse based on social control and general deterrence theories Information and Management 41 2004 707 718
31. R.W. Lodewyck, and P. Deng Experimentation with a back-propagation neural network Information and Management 24 1993 1 8
32. Y. Li, S. Zhang, and X. Zeng Research of multi-population agent genetic algorithm for feature selection Expert Systems with Applications 36 9 2009 11570 11581
33. B. Massetti, and R.W. Zmud Measuring the extent of EDI usage in complex organizations: Strategies and illustrative examples MIS Quarterly 20 3 1996 331 345
34. S.H.L. Mirhosseyni, and P. Webb A hybrid fuzzy knowledge-based expert system and genetic algorithm for efficient selection and assignment of material handling equipment Expert Systems with Applications 36 9 2009 11875 11887
35. D.B. Parker Guide to selecting and implementing security controls Information Systems Security Summer 1994 75 86
36. G. Premkumar, and K. Ramamurthy The role of interorganizational and organizational factors on the decision mode for adoption of interorganizational systems Decision Sciences 26 3 1995 303 336
37. B. Suh, and I. Han The impact of customer trust and perception of security control on the acceptance of electronic commerce International Journal of Electronic Commerce 7 3 2003 135 161
38. R.R. Trippi, and E. Turban Neural networks in finance and investing 1993 Probus Publishing Company
39. G. Wahba, and S. Wold A completely automatic French curve: Fitting spline functions by cross-validation Communications in Statistics 4 1 1975 1 17
40. R. Weber Information systems control and audit 1999 Prentice Hall Inc. Upper Saddle River, New Jersey
41. F. Wong, and C. Tan Hybrid neural, genetic, and fuzzy systems G.J. Deboeck, Trading on the edge 1994 John Wiley New York 245 247
42. C.-H. Wu, G.-H. Tzeng, Y.-J. Goo, and W.-C. Fang A real-valued genetic algorithm to optimize the parameters of support vector machine for predicting bankruptcy Expert Systems with Applications 32 2 2007 397 408
43. Q.-J. Yeh, and A.J.-T. Chang Threats and countermeasures for information system security: A cross-industry study Information and Management 44 5 2007 480 491
44. Y. Yoon, R. Brobst, P. Bergstresser, and L. Peterson A desktop neural network for dermatology diagnosis Journal of Neural Network Computing 1 1 1989 43 54
45. Y. Yoon, T. Guimaraes, and G. Swales Integrating artificial neural networks with rule-based expert systems Decision Support Systems 11 1994 497 507
46. C.W.M. Yuen, W.K. Wong, S.Q. Qian, L.K. Chan, and E.H.K. Fung A hybrid model using genetic algorithm and neural network for classifying garment defects Expert Systems with Applications 36 2 2009 2037 2047