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Neural Network and GA based Intelligent B2B Negotiation System

by Alexander T, E. Kirubakaran
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 68 - Number 17
Year of Publication: 2013
Authors: Alexander T, E. Kirubakaran
10.5120/11668-7264

Alexander T, E. Kirubakaran . Neural Network and GA based Intelligent B2B Negotiation System. International Journal of Computer Applications. 68, 17 ( April 2013), 1-6. DOI=10.5120/11668-7264

@article{ 10.5120/11668-7264,
author = { Alexander T, E. Kirubakaran },
title = { Neural Network and GA based Intelligent B2B Negotiation System },
journal = { International Journal of Computer Applications },
issue_date = { April 2013 },
volume = { 68 },
number = { 17 },
month = { April },
year = { 2013 },
issn = { 0975-8887 },
pages = { 1-6 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume68/number17/11668-7264/ },
doi = { 10.5120/11668-7264 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T21:28:05.187593+05:30
%A Alexander T
%A E. Kirubakaran
%T Neural Network and GA based Intelligent B2B Negotiation System
%J International Journal of Computer Applications
%@ 0975-8887
%V 68
%N 17
%P 1-6
%D 2013
%I Foundation of Computer Science (FCS), NY, USA
Abstract

E-commerce has become one of the most important aspects of today's buying and selling process. Due to the large number of transactions performed online, there arises a need for intelligent support tools to improve the efficiency in performing these transactions. According to the BBT business model, negotiation plays an important part in B2B e-commerce. Web services play a major role in performing the negotiations. Here a two phase system is proposed that helps in appropriate web service discovery and service analysis and finally provides the user with a set of workflows that are appropriate for the current user. A neural network based analyzer is used in the discovery phase, which helps in selecting the appropriate web service. Finally, the GA based analyzer is used for resolving the final k best workflows.

References
  1. Peter Braun, Jakub Brzostowski1, Gregory Kersten, Jin Baek Kim, Ryszard Kowalczyk1, Stefan Strecker, and RustamVahidov, 2006, "Intelligent Decision-Making Support Systems: Foundations, Applications And Challenges", Chapter 15, pp. 271-300, Springer, London. .
  2. Philippe Pasquier, Ramon Hollands, IyadRahwan, 2010, "An Empirical Study Of Interest-Based Negotiation", Proceeding of ninth international conference on electronic commerce" Published online Springer.
  3. Ying Lei; Shijun Zhang, "Effective Automated Negotiation in Electronic Marketplace", IEEE. 2008.
  4. Thalerngsak. Kijthaweesinpoon and Pei Zhou, 2008, "An Extended Unified Negotiation Model for Ecommerce Systems", International Symposium on Information Science and Engineering, IEEE, pp. 758-761.
  5. Thalerngsak. Kijthaweesinpoon and Pei. Zhou, 2008, "An Automated Mechanism For Negotiations in Ecommerce Systems", International Seminar on Business and Information Management, pp. 194-198,IEEE.
  6. Raymond Lau, "Towards A Web Services And Intelligent Agents-Based Negotiation System for B2b e-Commerce", 2007, Electronic Commerce Research and Applications 6, pp. 260–273, IEEE.
  7. Sandhusen, Richard, "Marketing". Hauppauge, 2008, "N. Y: Barron's Educational Series". p. 520. ISBN 0-7641-3932-0.
  8. Shelly, Gary, "Systems Analysis and Design", 2011, Boston, "MA: Course Technology", Cengage Learning. p. 10. ISBN 0-538-47443-2.
  9. Garbade, Michael, Differences in Venture Capital Financing of U. S. , UK, 2011, German and French Information Technology Start-ups A Comparative Empirical Research of the Investment Process on the Venture Capital Firm Level. München: GRIN Verlag GmbH. p. 31. ISBN 3-640-89316-6.
  10. M. He, N. R. Jennings, H. Leung, 2003, On Agent-Mediated Electronic Commerce, IEEE Transactions on Knowledge and Data Engineering, 15 (4), 985–1003, IEEE.
  11. Ms. Smita. Nirkhi, "Potential Use of Artificial Neural Network In Data Mining", 978-1-4244-5586-7/10, 2010 IEEE.
  12. Zhijun Chen, "Research of Data Mining Based On Neural Network", 978-1-4244-7161-4/10, 2010 IEEE.
  13. Atanassov K. , H. Aladjov, 2000, "Generalized Nets in Artificial Intelligence", Vol. 2: "Generalized Nets and Machine Learning", Prof. M. Drinov Academic Publishing House, Sofia.
  14. Li Liu, Yan Ma, Cuimei Wen, 2008, "Multilateral Multi-Issue Automated Negotiation Model Based on GA", International Conference on Intelligent Computation Technology and Automation, pp. 85-89.
  15. Deng-Neng Chen, 2008, "An Agent-Based Model For Consumer-To-Business Electronic Commerce", An International Journals Expert Systems with Application, 34, Elsevier Ltd, pp. 469–481.
  16. S. Matwin, T. Szapiro, K. Haigh, 1991, "Genetic Algorithm Approach to A Negotiation Support System", IEEE Transactions on Systems Man and Cybernetics, 21 (1), 102–114.
  17. A. R. Lomuscio, N. R. Jennings, A classification scheme for negotiation in electronic commerce, Journal of Group Decision and Negotiation, 12 (1), 31–56, 2003.
  18. N. R. Jennings, P. Faratin, A. R. Lomuscio, S. Parsons, C. Sierra, M. Wooldridge, 2001, "Automated Negotiation: Prospects, Methods And Challenges", Journal of Group Decision and Negotiation, 10 (2), 199– 215.
  19. P. Faratin, C. Sierra, N. R. Jennings, 2002, "Using Similarity Criteria To Make Issue Trade-Offs In Automated Negotiations", Artificial Intelligence, 142 (2), 205–237.
  20. Tania Pencheva, KrassimirAtanassov, Anthony Shannon, 2009, "Modelling of a Stochastic Universal Sampling Selection Operator in Genetic Algorithms Using Generalized Nets", Tenth Int. Workshop on Generalized Nets Sofia, 1-7.
Index Terms

Computer Science
Information Sciences

Keywords

Automated negotiations E-commerce web services neural networks

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