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International Journal of Scientific and Engineering Research
ISSN Online 2229-5518
ISSN Print: 2229-5518 12    
Website: http://www.ijser.org
scirp IJSER >> Volume 2, Issue 12, December 2011
Research of cooperative decision-making based on Hybrid Neuro-Fuzzy System
Full Text(PDF, 3000)  PP.  
Author(s)
Sangita Lalchand Vaswani, Muhammad Mazhar Manzoor, Asad Ali Siddique, Amir Ijaz
KEYWORDS
Adaptive Network-Based-Fuzzy Inference System, , Data Mining, Decision Support System, Fuzzy Logic , Hybrid Neuro-Fuzzy System, Intelligent Decision Support System, Knowledge Base, Neural Network
ABSTRACT
A considerable advancement has been appreciated since very long in DSS framework and deployment of that in DSS. But the cognitive process execution and associative memory for storing the serial characters is an issue for DSS. The spectrum of neural networks is actually a huge platform to identify the hidden relations in dynamic systems, to resolve the problems in a way that linear systems can not resolve. Fuzzy-logic (FL) is an approach of solving the problems and the controlling the systems. Through FL definite conclusions can be received, even if the information is unclear, not complete, and splitting. Building DSS with hybrid neuro-fuzzy system gives us a new thought to develop intelligent DSS in cooperation with artificial intelligence. Hybrid neuro-fuzzy systems (Adaptive-Network-Based Fuzzy Inference System ANFIS) is a parallel architecture, distributive processing, system's adaptive nature for linguistics (low, medium, high), non-linear perspective, while realizing the real time processing. In this paper we have discussed the uncertain factors of DSS, explained cognitive processing steps of hybrid neuro-fuzzy systems, and proposed a research framework for cooperative decision support system in relation with neural network and hybrid neuro-fuzzy systems
References
[1] Sinuff, T, Eva, K.W., Meade, M, Dodek, P., Heyland, D., Clinical practice guidelines in the intensive care unit: A survey of Canadian clinicans’ attitude. Can. J. Anaesth. 2007, Sep, pp. 728-736.

[2] Kantor. G. Guest software review: Isabel diagnosis software. 2006, pp. 1-31.

[3] Recknagel, F., Talib, A. and van derMolen, D.T,: ‘Phytoplankton Community Dynamics of Two Adjacent Dutch Lakes in Response to seasons ad Eutrophication Control Unravelled by Non-supervised Artificial Neural Networks’, Ecological Informatics 1, 2006, p.277-285.

[4] G. Marakas, Decision support systems in the 21st century, Prentice Hall, 2003.

[5] M. bigniew, S. Martin, Mathew and C. Constantin, “Case Study: An Intelligent Decision Support System,” IEEE Intelligent Systems, vol 20, pp. 44-49, August 2005.

[6] E. Turban, J. Aronson, “Decision support systems and intelligent system,” Prentice-Hall International, Upper Saddle River. New Jersey, March 2001.

[7] G.Coppin, and A. Skrzyniarz, “Human-Centred Processes: Individual and Distributed Decision Support,” IEEE Computer Society, vol.34, pp.132-152, August, 2003.

[8] A. Gachet, “A Software Framework for Developing Distributed Cooperative Decision Support Systems,” Inaugural Dissertation, University of Fribourg, Switzerland, July 2003.

[9] P. Brezillon and J. Pomerol, “A Multi-agent Framework for Group Decision Support System,” Le Travail Humain, vol. 65, pp. 223-246, March 2002.

[10] P. Zarate and A. Adla, “Group DSS: A proposal of architecture,” Reykjavik, Island, vol. 1, pp. 312-318, July 2006 [Euro XXI].

[11] G. Alexandre, “jinni-based software framework for developing distributed cooperative decision support systems,” Software-Practice & Experience archive, vol. 33, pp. 221-258, March 2003.

[12] A. Abdelkader, “A cooperative intelligent decision support system for contingency management, ” Journal of Computer Science, vol. 30, pp. 159-173, October 2006.

[13] D. Amott and G. Pervan, “A critical analysis of decision support systems research,” Journal of Information Technology, vol. 20, pp. 67-87, February 2005.

[14] Book, soft computing and intelligent systems design, theory tools and applications. By fakhireddine o karray and Clarence d. Silva.

[15] Kosko model 1988.

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