Title :
WebNeg: A Genetic Algorithm Based Approach for Service Negotiation
Author :
Hashmi, Khayyam ; Alhosban, Amal ; Malik, Zaki ; Medjahed, Brahim
Author_Institution :
Dept. of Comput. Sci., Wayne State Univ., Detroit, MI, USA
Abstract :
Automated negotiation among Web services not only provides an effective way for the services to bargain for their optimal customizations, but also allows the discovery of overlooked potential solutions. A number of negotiation supporting techniques have been used to find solutions that are acceptable to all parties in the negotiation. However, employing these solutions for automated negotiations among Web services has its own challenges. In this paper, we present the design of a Negotiation Web service that would be used by both the consumers and providers of Web services for conducting negotiations. This negotiation service uses a genetic algorithm(GA) based approach for finding acceptable solutions in multi-party and multi-objective negotiations. In addition to the traditional genetic operators of crossover and mutation, the search is enhanced using anew operator called the Norm. Norm operator represents the cumulative knowledge of all the parties involved in the negotiation process. GA performance with the new Norm operator is compared to the traditional GA, hill-climber and random search techniques. Experimental results indicate the practicality of our approach in facilitating the negotiations involved in a Web service composition process. Specifically, the proposed GA with Norm operator performs better than other approaches.
Keywords :
Web services; genetic algorithms; negotiation support systems; search problems; Negotiation Web service; Norm operator; Web services; WebNeg; genetic algorithm based approach; hill climber search technique; multi objective negotiation; multi party negotiation; negotiation support technique; random search technique; service negotiation; Communities; Decision making; Genetic algorithms; Mathematical model; Protocols; Quality of service; Web services; Automated Negotiation; Service Level Agreement; Web service;
Conference_Titel :
Web Services (ICWS), 2011 IEEE International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4577-0842-8
Electronic_ISBN :
978-0-7695-4463-2
DOI :
10.1109/ICWS.2011.55