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A Web Service Negotiation Management and QoS Dependency Modeling Framework

Published:26 May 2016Publication History
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Abstract

Information Management Systems that outsource part of the functionality to other (likely unknown) services need an effective way to communicate with these services, so that a mutually beneficial solution can be generated. This includes bargaining for their optimal customizations and the discovery of overlooked potential solutions. In this article, we present an automated negotiation framework for information systems (denoted as WebNeg) that can be used by both the parties for conducting negotiations. WebNeg uses a Genetic Algorithm (GA)-based approach for finding acceptable solutions in multiparty and multiobjective scenarios. The GA is enhanced using a new operator called Norm, which represents the cumulative knowledge of all the parties involved in the negotiation process. Norm incorporates the dependencies of different quality attributes of independently developed component services for the system composition. This enables WebNeg to find a better solution in the context of the current requirements. Experiment results indicate the applicability and improved performance of WebNeg (in comparison with existing similar works) in facilitating the negotiation management involved in a web service-based information composition process.

References

  1. R. L. Ackoff. 1978. Redesigning the Future. Wiley, New York.Google ScholarGoogle Scholar
  2. G. Alonso, F. Casati, H. Kuno, and V. Machiraju. 2004. Web Services: Concepts, Architectures and Applications. Springer. Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. J. M. Andreoli and S. Castellani. 2001. Towards a flexible middleware negotiation facility for distributed components. Database and Expert Systems Applications, 12th International Workshop (2001), 732--736. Google ScholarGoogle ScholarDigital LibraryDigital Library
  4. R. Ashri, I. Rahwan, and M. Luck. 2003. Architectures for negotiating agents. In Proceedings of the 3rd Central and Eastern European Conference on Multi-Agent Systems. Springer-Verlag, 136--146. Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. J. E. Baker. 1985. Adaptive selection methods for genetic algorithms. In Proceedings of the 1st International Conference on Genetic Algorithms. 101--111. Google ScholarGoogle ScholarDigital LibraryDigital Library
  6. J. E. Baker. 1987. Reducing bias and inefficiency in the selection algorithm. In Proceedings of the 2nd International Conference on Genetic Algorithms on Genetic Algorithms and Their Application. 14--21. Google ScholarGoogle ScholarDigital LibraryDigital Library
  7. C. Bartolini, C. Preist, and N. R. Jennings. 2004. A software framework for automated negotiation. In SELMAS (Lecture Notes in Computer Science), Vol. 3390. Springer, 213--235.Google ScholarGoogle Scholar
  8. M. Benyoucef and M. H. Verrons. 2008. Configurable enegotiation systems for large scale and transparent decision making. Group Decision and Negotiation 17, 3 (2008), 211--224.Google ScholarGoogle ScholarCross RefCross Ref
  9. R. Berbner, M. Spahn, N. Repp, O. Heckmann, and R. Steinmetz. 2006. Heuristics for qos-aware web service composition. In Proceedings of the International Conference on Web Services, 2006 (ICWS’06). IEEE, 72--82. Google ScholarGoogle ScholarDigital LibraryDigital Library
  10. K. Binmore and N. Vulkan. 1999. Applying game theory to automated negotiation. Netnomics 1, 1 (March 1999), 1.2--9. Google ScholarGoogle ScholarCross RefCross Ref
  11. D. Booth and C. K. Liu. 2006. Web Services Description Language (WSDL). Retrieved from http://w3.org/TR/2006/CR-wsdl20-primer-20060327/.Google ScholarGoogle Scholar
  12. G. Bruns and M. Cortes. 2011. A hierarchical approach to service negotiation. IEEE International Conference on Web Services (2011), 460--467. Google ScholarGoogle ScholarDigital LibraryDigital Library
  13. T. X. Bui and M. F. Shakun. 1996. Negotiation processes, evolutionary systems design, and negotiator. Group Decision and Negotiation 5, 10 (1996), 339--353.Google ScholarGoogle ScholarCross RefCross Ref
  14. A. Chavez and P. Maes. 1996. Kasbah: An agent marketplace for buying and selling goods. In Proceedings of the 1st International Conference on the Practical Application of Intelligent Agents and Multi-Agent Technology. 75--90.Google ScholarGoogle Scholar
  15. L. Chen, H. Dong, Q. Han, and G. Cui. 2013. Bilateral multi-issue parallel negotiation model based on reinforcement learning. In Intelligent Data Engineering and Automated Learning (IDEAL’13). Springer, 40--48.Google ScholarGoogle Scholar
  16. C. A. C. Coello, B. G. Lamont, and D. A. V. Veldhuisen. 2007. Evolutionary Algorithms for Solving Multi-Objective Problems. Springer. Google ScholarGoogle ScholarDigital LibraryDigital Library
  17. M. Comuzzi and B. Pernici. 2004. Negotiation support for web service selection. In TES. 29--38. Google ScholarGoogle ScholarDigital LibraryDigital Library
  18. M. Comuzzi and B. Pernici. 2005. An architecture for flexible web service QoS negotiation. In Proceedings of the 9th IEEE International EDOC Enterprise Computing Conference (EDOC’05). 70--82. Google ScholarGoogle ScholarDigital LibraryDigital Library
  19. C. Di Napoli, D. Di Nocera, P. Pisa, and S. Rossi. 2014. A market-based coordinated negotiation for qos-aware service selection. In Agent-Mediated Electronic Commerce. Designing Trading Strategies and Mechanisms for Electronic Markets. Springer, 26--40.Google ScholarGoogle Scholar
  20. P. E. Dunne, M. Wooldridge, and M. Laurence. 2005. The complexity of contract negotiation. Artificial Intelligence 164, 1--2 (May 2005), 23--46. DOI:http://dx.doi.org/10.1016/j.artint.2005.01.006 Google ScholarGoogle ScholarDigital LibraryDigital Library
  21. P. Faratin, C. Sierra, and N. R. Jennings. 2002. Using similarity criteria to make issue trade-offs in automated negotiations. Artificial Intelligence 142 (2002), 205--237.Google ScholarGoogle ScholarCross RefCross Ref
  22. P. Faratin, C. Sierra, and R. Jennings. 1998. Negotiation decision functions for autonomous agents. Robotics and Autonomous Systems 24, 3--4 (1998), 159--182. http://eprints.ecs.soton.ac.uk/2117/.Google ScholarGoogle ScholarCross RefCross Ref
  23. C. Figueroa, N. Figueroa, A. Jofre, A. Sahai, Y. Chen, and S. Iyer. 2009. A game theoretic framework for SLA negotiation. Retrieved from http://www.hpl.hp.com/techreports/2008/HPL-2008-5.pdf.Google ScholarGoogle Scholar
  24. Foundation for Intelligent Physical Agents. 2002. FIPA Iterated Contract Net Interaction Protocol Specification. Retrieved from http://www.fipa.org/specs/fipa00030/SC00030H.html.Google ScholarGoogle Scholar
  25. H. Gimpel, H. Ludwig, A. Dan, and B. Kearney. 2003. PANDA: Specifying policies for automated negotiations of service contracts. In ServiceOriented Computing (ICSOC’03). 287--302.Google ScholarGoogle Scholar
  26. Grid Resource Allocation Agreement Protocol (GRAAP). 2007. WSAgreement. (2007). http://www.ogf.org/documents/GFD.107.pdf.Google ScholarGoogle Scholar
  27. S. Hajri, N. Liouane, S. Hammadi, and P. Borne. 1999. A controlled genetic algorithm by fuzzy logic and belief functions for job-shop scheduling. IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics: A Publication of the IEEE Systems, Man, and Cybernetics Society 30, 5 (1999), 812--818. Google ScholarGoogle ScholarDigital LibraryDigital Library
  28. Q. He, J. Yan, H. Jin, and Y. Yang. 2014. Quality-aware service selection for service-based systems based on iterative multi-attribute combinatorial auction. IEEE Transactions on Software Engineering 40, 2 (2014), 192--215. Google ScholarGoogle ScholarDigital LibraryDigital Library
  29. P. C. K. Hung, H. Li, and J. Jeng. 2004. WS-negotiation: An overview of research issues. In Proceedings of the 37th Hawaii International Conference on System Sciences. Google ScholarGoogle ScholarDigital LibraryDigital Library
  30. M. C. Jaeger and G. Mühl. 2007. QoS-based selection of services: The implementation of a genetic algorithm. In Proceedings of the 2007 ITG-GI Conference Communication in Distributed Systems (KiVS’07). VDE, 1--12.Google ScholarGoogle Scholar
  31. A. Jaiswal, Y. Kim, and M. L. Gini. 2004. Design and implementation of a secure multi-agent marketplace. Electronic Commerce Research and Applications 3, 4 (2004), 355--368.Google ScholarGoogle ScholarCross RefCross Ref
  32. N. R. Jennings, P. Faratin, A. R. Lomuscio, S. Parsons, C. Sierra, and M. Wooldridge. 2001. Automated negotiation: Prospects, methods and challenges. International Journal of Group Decision and Negotiation 10, 2 (2001), 199--215.Google ScholarGoogle ScholarCross RefCross Ref
  33. C. Jonker, V. Robu, and J. Treur. 2007. An agent architecture for multi-attribute negotiation using incomplete preference information. Autonomous Agents and MultiAgent Systems 15, 2 (October 2007), 221--252. Google ScholarGoogle ScholarDigital LibraryDigital Library
  34. G. E. Kersten. 1985. NEGO group decision support system. Information Management 8 (May 1985), 237--246. Google ScholarGoogle ScholarDigital LibraryDigital Library
  35. G. E. Kersten and S. J. Noronha. 1999. WWWbased negotiation support: Design, implementation and use. Decision Support Systems 25, 2 (1999), 135--154. Google ScholarGoogle ScholarDigital LibraryDigital Library
  36. E. Kim. 2005. OASIS Quality Model for Web Services. Version 2.0. http://docs.oasis-open.org/wsqm/wsqf/v1.0/WS-Quality-Factors-v1.0-cd02.html.Google ScholarGoogle Scholar
  37. J. Kim and A. Segev. 2005. A web services-enabled marketplace architecture for negotiation process management. Decision Support System 40 (2005), 71--87. Google ScholarGoogle ScholarDigital LibraryDigital Library
  38. J. M. Ko, C. O. Kim, and I.-H. Kwon. 2008. Quality-of-service oriented web service composition algorithm and planning architecture. Journal of Systems and Software 81, 11 (2008), 2079--2090. Google ScholarGoogle ScholarDigital LibraryDigital Library
  39. R. Kowalczyk. 2002. Fuzzy e-negotiation agents. Soft Computing - A Fusion of Foundations, Methodologies and Applications 6 (2002), 337--347.Google ScholarGoogle Scholar
  40. S. Kraus. 2001. Automated negotiation and decision making in multiagent environments. In Multi-Agents Systems and Applications. Springer-Verlag, New York, 150--172. Google ScholarGoogle ScholarDigital LibraryDigital Library
  41. MIT Media Lab. 2000. TeteaTete. Retrieved from ecommerce.media.mit.edu.Google ScholarGoogle Scholar
  42. F. Lecue, U. Wajid, and N. Mehandjiev. 2009. Negotiating robustness in semanticweb service composition. In Proceedings of the 7th IEEE European Conference on Web Services. Google ScholarGoogle ScholarDigital LibraryDigital Library
  43. C. Liu and D. Liu. 2013. Qos-oriented web service framework by mixed programming techniques. Journal of Computers 8, 7 (2013), 1763--1770.Google ScholarGoogle ScholarCross RefCross Ref
  44. A. Ludwig, P. Braun, R. Kowalczyk, and B. Franczyk. 2005. A framework for automated negotiation of service level agreements in services grids. In Business Process Management Workshops, International Workshops, BPI, BPD, ENEI, BPRM, WSCOBPM, BPS, Revised Selected Papers (BPM’05), Christoph Bussler and Armin Haller (Eds.), Vol. 3812. 89--101. Google ScholarGoogle ScholarDigital LibraryDigital Library
  45. H. Ludwig, A. Dan, and R. Kearney. 2004. Cremona: An architecture and library for creation and monitoring of WS-agreements. In 2nd International Conference on Service Oriented Computing. Google ScholarGoogle ScholarDigital LibraryDigital Library
  46. X. Luo, N. R. Jennings, N. Shadbolt, H. Leung, and J. H. Lee. 2003. A fuzzy constraint based model for bilateral multi-issue negotiations in semi-competitive environments. Artificial Intelligence Journal 148, 1--2 (2003), 53--102. Google ScholarGoogle ScholarDigital LibraryDigital Library
  47. Y. Ma and C. Zhang. 2008. Quick convergence of genetic algorithm for QoS-driven web service selection. Computer Networks 52, 5 (2008), 1093--1104. DOI:http://dx.doi.org/10.1016/j.comnet.2007.12.003 Google ScholarGoogle ScholarDigital LibraryDigital Library
  48. Z. Malik and A. Bouguettaya. 2007. Evaluating rater credibility for reputation assessment of web services. In Proceedings of the 8th International Conference on Web Information Systems Engineering (WISE’07). Springer-Verlag, 38--49. Google ScholarGoogle ScholarDigital LibraryDigital Library
  49. Z. Malik and A. Bouguettaya. 2009. Reputation bootstrapping for trust establishment among web services. IEEE Internet Computing 13, 1 (Jan. 2009), 40--47. Google ScholarGoogle ScholarDigital LibraryDigital Library
  50. J. F. Nash Jr. 1950. The bargaining problem. Econometrica 18, 2 (1950), 155--162. http://www.jstor.org/stable/1907266.Google ScholarGoogle ScholarCross RefCross Ref
  51. T. D. Nguyen and N. R. Jennings. 1998. Bayesian learning in negotiation. International Journal of Human-Computer Studies 3 (1998), 125--141. Google ScholarGoogle ScholarDigital LibraryDigital Library
  52. T. D. Nguyen and N. R. Jennings. 2005. Managing commitments in multiple concurrent negotiations. Electronic Commerce Research and Applications 4, 4 (2005), 362--376. Google ScholarGoogle ScholarDigital LibraryDigital Library
  53. N. Nisan, T. Roughgarden, E. Tardos, and V. V. Vazirani. 2007. Algorithmic Game Theory. Cambridge University Press, New York, NY. Google ScholarGoogle ScholarDigital LibraryDigital Library
  54. E. D. Nitto, M. D. Penta, A. Gambi, G. Ripa, and M. L. Villani. 2007. Negotiation of Service Level Agreements: an Architecture and a Search-based Approach. (2007).Google ScholarGoogle Scholar
  55. X. Niu and S. Wang. 2008. Genetic algorithm for automatic negotiation based on agent. In Proceedings of the 7th World Congress on Intelligent Control and Automation, 2008 (WCICA’08). 3834--3838. DOI:http://dx.doi.org/10.1109/WCICA.2008.4593540Google ScholarGoogle Scholar
  56. M. P. Papazoglou and W. Heuvel. 2007. Service oriented architectures: Approaches, technologies and research issues. VLDB Journal 16, 3 (July 2007), 389--415. DOI:http://dx.doi.org/10.1007/s00778-007-0044-3 Google ScholarGoogle ScholarDigital LibraryDigital Library
  57. V. Patankar and R. Hewett. 2008. Automated negotiation in web service procurement. In Proceedings of the 3rd International Conference on Internet and Web Applications and Services. Google ScholarGoogle ScholarDigital LibraryDigital Library
  58. S. Paurobally, V. Tamma, and M. Wooldrdige. 2007. A framework for web service negotiation. ACM Transactions on Autonomous and Adaptive Systems (TAAS) 2, 4 (2007), 14. Google ScholarGoogle ScholarDigital LibraryDigital Library
  59. A. Pichot, O. Waldrich, W. Ziegler, and P. Wieder. 2008. Towards dynamic service level agreement negotiation: An approach based on WS-agreement. In Proceedings of theWeb Information Systems and Technologies 4th International Conference (WEBIST’08).Google ScholarGoogle Scholar
  60. C. Preist, C. Bartolini, and A. Byde. 2003. AgentBased service composition through simultaneous negotiation in forward and reverse auctions. In Proceedings of the 4th ACM Conference on Electronic Commerce. ACM, 55--63. Google ScholarGoogle ScholarDigital LibraryDigital Library
  61. M. Resinas, P. Fernndez, and R. Corchuelo. 2012. A bargaining-specific architecture for supporting automated service agreement negotiation systems. Science of Computer Programming 77, 1 (2012), 4--28. Google ScholarGoogle ScholarDigital LibraryDigital Library
  62. S. Rinderle and M. Benyoucef. 2005. Towards the automation of e-negotiation processes based on web services a modeling approach. In WISE’05. 443--453. Google ScholarGoogle ScholarDigital LibraryDigital Library
  63. R. Ros and C. Sierra. 2006. A negotiation meta strategy combining trade-off and concession moves. Journal of Autonomous Agent and Multiagent Systems 12 (2006), 163--181. Google ScholarGoogle ScholarDigital LibraryDigital Library
  64. A. Rubinstein. 1982. Perfect equilibrium in a bargaining model. Econometrica 50, 1 (Jan. 1982), 97--109.Google ScholarGoogle ScholarCross RefCross Ref
  65. S. Szpakowicz, S. Matwin, and Z. Koperczak. 1996. Negoplan: An expert system shell for negotiation support. IEEE Expert 4, 4 (1996), 50--62. Google ScholarGoogle ScholarDigital LibraryDigital Library
  66. T. Sandholm. 2002. Algorithm for optimal winner determination in combinatorial auctions. Artificial Intelligence 135, 1--2 (Feb. 2002), 1--54. DOI:http://dx.doi.org/10.1016/S0004-3702(01)00159-X Google ScholarGoogle ScholarDigital LibraryDigital Library
  67. T. W. Sandholm and V. R. Lesser. 2001. Leveled commitment contracts and strategic breach. Games and Economic Behavior 35 (2001), 212--270.Google ScholarGoogle ScholarCross RefCross Ref
  68. Y. Shang and B. W. Wah. 1998. A discrete lagrangian-based global-searchmethod for solving satisfiability problems. Journal of Global Optimization 12, 1 (Jan. 1998), 61--99. DOI:http://dx.doi.org/10.1023/A:1008287028851 Google ScholarGoogle ScholarDigital LibraryDigital Library
  69. M. Siddiqui, A. Villazón, and T. Fahringer. 2006. Grid capacity planning with negotiation-based advance reservation for optimized QoS. In Proceedings of the 2006 ACM/IEEE Conference on Supercomputing (SC’06). ACM, New York, NY, Article 103. DOI:http://dx.doi.org/10.1145/1188455.1188563 Google ScholarGoogle ScholarDigital LibraryDigital Library
  70. M. K. Sim, Y. Guo, and B. Shi. 2009. BLGAN: Bayesian learning and genetic algorithm for supporting negotiation with incomplete information. Transactions on Systems, Man, and Cybernetics Part B 39, 1 (Feb. 2009), 198--211. DOI:http://dx.doi.org/10.1109/TSMCB.2008.2004501 Google ScholarGoogle ScholarDigital LibraryDigital Library
  71. H. Skogsrud, H. R. Motahari-Nezhad, B. Benatallah, and F. Casati. 2009. Modeling trust negotiation for web services. Computer 42, 2 (Feb. 2009), 54--61. DOI:http://dx.doi.org/10.1109/MC.2009.56 Google ScholarGoogle ScholarDigital LibraryDigital Library
  72. R. Smith. 1980. The contract net protocol: High-level communication and control in a distributed problem solver. IEEE Transactions Computers C-29, 12 (1980). Google ScholarGoogle ScholarDigital LibraryDigital Library
  73. W3C Standard. 2007. SOAP Version 1.2. Retrieved from http://www.w3.org/TR/2007/REC-soap12-part0-20070427/.Google ScholarGoogle Scholar
  74. M. Strobel. 2001. Design of roles and protocols for electronic negotiations. Electronic Commerce Research 1, 3 (July 2001), 335--353. Google ScholarGoogle ScholarDigital LibraryDigital Library
  75. M. Tu, C. Seebode, F. Griffel, and W. Lamersdorf. 2001. DynamiCS: An actor-based framework for negotiating mobile agents. Electronic Commerce Research 1, 1--2 (February 2001), 101--117. Google ScholarGoogle ScholarDigital LibraryDigital Library
  76. D. A. V. Veldhuizen and G. B. Lamont. 2000. Multiobjective evolutionary algorithms: Analyzing the state-of-the-art. Evolutionary Computation 8 (June 2000), 125--147. Google ScholarGoogle ScholarDigital LibraryDigital Library
  77. World Wide Web Consortium (W3C). 2006. WSPolicy. Retrieved from http://www.w3.org/Submission/WS-Policy/.Google ScholarGoogle Scholar
  78. J. Wang and Y. Hou. 2008. Optimal web service selection based on multi-objective genetic algorithm. In Proceedings of the International Symposium on Computational Intelligence and Design, 2008 (ISCID’08), Vol. 1. IEEE, 553--556. Google ScholarGoogle ScholarDigital LibraryDigital Library
  79. Z. Wang and L. Wang. 2013. Adaptive negotiation agent for facilitating bi-directional energy trading between smart building and utility grid. IEEE Transactions on Smart Grid, 4, 2 (2013), 702--710.Google ScholarGoogle ScholarCross RefCross Ref
  80. D. Whitley. 1989. The GENITOR algorithm and selection pressure: Why rank-based allocation of reproductive trials is best. In Proceedings of the 3rd International Conference on Genetic Algorithms. Morgan Kaufmann Publishers, 116--121. Google ScholarGoogle ScholarDigital LibraryDigital Library
  81. P. Wieder. 2010. WS-AgreementNegotiation. Retrieved from http://forge.gridforum.org/sf/go/doc15831.Google ScholarGoogle Scholar
  82. P. Winoto, G. Mccalla, and J. Vassileva. 2002. An extended alternating-offers bargaining protocol for automated negotiation in multi-agent systems. In Proceedings of the 10th International Conference on Cooperative Information Systems. Springer-Verlag, 179--194. Google ScholarGoogle ScholarDigital LibraryDigital Library
  83. D. H. Wolpert and W. G. Macready. 1997. No free lunch theorems for optimization. IEEE Transactions on Evolutionary Computation 1, 1 (April 1997), 67--82. Google ScholarGoogle ScholarDigital LibraryDigital Library
  84. L. Wu, S. K. Garg, R. Buyya, C. Chen, and S. Versteeg. 2013. Automated SLA negotiation framework for cloud computing. In Proceedings of the 2013 13th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid’13). IEEE, 235--244.Google ScholarGoogle Scholar
  85. P. R. Wurman, M. P. Wellman, and W. E. Walsh. 1998. The Michigan internet AuctionBot: A configurable auction. In 2nd International Conference on Autonomous Agents. 301--308. Google ScholarGoogle ScholarDigital LibraryDigital Library
  86. J. Yan, R. Kowalczyk, J. Lin, M. B. Chhetri, S. K. Goh, and J. Zhang. 2007. Autonomous service level agreement negotiation for service composition provision. Future Generations Computer Systems 23, 6 (July 2007), 748--759. DOI:http://dx.doi.org/10.1016/j.future.2007.02.004 Google ScholarGoogle ScholarDigital LibraryDigital Library
  87. Q. Yu, X. Liu, A. Bouguettaya, and B. Medjahed. 2008. Deploying and managing web services: Issues, solutions, and directions. VLDB Journal 17, 3 (2008), 537--572. DOI:http://dx.doi.org/10.1007/s00778-006-0020-3 Google ScholarGoogle ScholarDigital LibraryDigital Library
  88. A. Zarras, P. Vassiliadis, and V. Issarny. 2004. Model-driven dependability analysis of webservices. In Web Services, International Symposium on Distributed Objects and Applications. 69--79.Google ScholarGoogle Scholar
  89. Y. Zhang, Z. Zheng, and M. R. Lyu. 2010. WSExpress: A QoS-aware search engine for web services. In Proceedings of the IEEE International Conference on Web Services (ICWS’10). 83--90. Google ScholarGoogle ScholarDigital LibraryDigital Library
  90. X. Zhao, L. Shen, X. Peng, and W. Zhao. 2015. Toward SLA-constrained service composition: An approach based on a fuzzy linguistic preference model and an evolutionary algorithm. Information Sciences 316 (2015), 370--396. Google ScholarGoogle ScholarDigital LibraryDigital Library
  91. X. Zhao, Z. Wen, and X. Li. 2014. QoS-aware web service selection with negative selection algorithm. Knowledge and Information Systems 40, 2 (2014), 349--373. DOI:http://dx.doi.org/10.1007/s10115-013-0642-x Google ScholarGoogle ScholarDigital LibraryDigital Library

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            cover image ACM Transactions on Management Information Systems
            ACM Transactions on Management Information Systems  Volume 7, Issue 2
            August 2016
            84 pages
            ISSN:2158-656X
            EISSN:2158-6578
            DOI:10.1145/2903747
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            Publication History

            • Published: 26 May 2016
            • Accepted: 1 February 2016
            • Revised: 1 December 2015
            • Received: 1 July 2014
            Published in tmis Volume 7, Issue 2

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