A neuro-computational intelligence analysis of the global consumer software piracy rates

作者: Mohamed M. Mostafa

DOI: 10.1016/J.ESWA.2011.01.090

关键词:

摘要: Software piracy represents a major damage to the moral fabric associated with respect of intellectual property. The rate software appears be increasing globally, suggesting that additional research uses new approaches is necessary evaluate problem. study remedies previous econometric and methodological shortcomings by applying Bayesian, robust evolutionary computation regression algorithms formally test empirical literature on piracy. To gain further insights into at global level, also five neuro-computational intelligence methodologies: multi-layer perceptron neural network (MLP), probabilistic (PNN), radial basis function (RBF), generalized (GRNN) Kohonen's self-organizing maps (SOM) classify, predict cluster rates among 102 nations. At this shows significantly affected wealth nation as measured gross domestic product (GDP), nation's expenditure development judicial efficiency. models outperform traditional statistical techniques such analysis, discriminant analysis in predicting, classifying clustering due their robustness flexibility modeling algorithms.

参考文章(188)
Teuvo Kohonen, Self-organized formation of topologically correct feature maps Biological Cybernetics. ,vol. 43, pp. 509- 521 ,(1988) , 10.1007/BF00337288
Jagdish C. Patra, Chen Ding, User modeling for personalized Web search with self-organizing map: Research Articles Journal of the Association for Information Science and Technology. ,vol. 58, pp. 494- 507 ,(2007) , 10.1002/ASI.V58:4
Ronald Paul Hill, Stalking the Poverty Consumer A Retrospective Examination of Modern Ethical Dilemmas Journal of Business Ethics. ,vol. 37, pp. 209- 219 ,(2002) , 10.1023/A:1015022106695
Campbell R. Harvey, Kirsten E. Travers, Michael J. Costa, Forecasting Emerging Market Returns Using Neural Networks ,(2000)
Natasa Sarlija, Mirta Bensic, Marijana Zekic-Susac, Modelling small-business credit scoring by using logistic regression, neural networks and decision trees: Research Articles International Journal of Intelligent Systems in Accounting, Finance & Management. ,vol. 13, pp. 133- 150 ,(2005) , 10.1002/ISAF.V13:3
Jose-Luis Guerrero-Cusumano, Ilkka A. Ronkainen, Correlates of Intellectual Property Violation The Multinational Business Review. ,vol. 9, pp. 59- ,(2001)
Related Methods, Yadolah Dodge, L[1]-statistical procedures and related topics Institute of Mathematical Statistics. ,(1997)
Volker Schneider, Achim Lang, Business Software Alliance pp. 515- 522 ,(2009)
Software Piracy in the Workplace: A Model and Empirical Test Journal of Management Information Systems. ,vol. 20, pp. 153- 177 ,(2003) , 10.1080/07421222.2003.11045759
Cândida Ferreira, Gene Expression Programming: A New Adaptive Algorithm for Solving Problems. Complex Systems. ,vol. 13, ,(2001)