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Erschienen in: Wireless Personal Communications 1/2016

01.01.2016

A Hybrid Multi-Criteria Decision-Making Model for a Cloud Service Selection Problem Using BSC, Fuzzy Delphi Method and Fuzzy AHP

verfasst von: Sangwon Lee, Kwang-Kyu Seo

Erschienen in: Wireless Personal Communications | Ausgabe 1/2016

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Abstract

In rapid changing the global business environment, information communication technology (ICT) is essential for the survival of a firm, and the functions of ICT is becoming increasingly important. The emergence of cloud computing represents a fundamental change of ICT services and cloud services continue to grow rapidly with increasing functionality and more users. As a result of this growth, it is a critical issue to select a suitable cloud service which meets all the business strategies and the objectives of firms. This paper proposes a hybrid multi-criteria decision-making model for a cloud service selection problem using balanced scorecard (BSC), fuzzy Delphi method (FDM) and fuzzy analytical hierarchy process (FAHP). We focus on selecting an IaaS among cloud services for firms’ users. The BSC concept is applied to define the hierarchy with four major perspectives (i.e. financial, customer, internal business process, and learning and growth), and to derive decision-making criteria and decision-making factors are selected for each BSC perspective. FDM is used to select the list of important decision-making factors within each BSC perspective based on the decision makers’ opinion. A FAHP approach is then proposed in order to compares the decision-making criteria and factors and determine the importance of them. It is also used to select the best cloud service among the cloud service alternatives based on the predetermined weights of decision-making criteria and factors. In this study, the BSC and FAHP as the hybrid multi-criteria decision-making technique are used to select the best cloud service. Our findings can be utilized as bases to apply systematic decision-making processes for the best cloud service selection and for providing guidance to IT department managers or CTO regarding performance evaluation and strategies to improve companies’ performance and capability.

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Literatur
1.
Zurück zum Zitat Shin, S. Y. (2010). Master plan for vitalization of cloud computing. Local Information Magazine, 61, 46–51. Shin, S. Y. (2010). Master plan for vitalization of cloud computing. Local Information Magazine, 61, 46–51.
2.
Zurück zum Zitat Choi, E. Y., Han, B. J., Shin, D. H., Jung, H. C., & KISA Security R&D Team. A study for enhancing mobile cloud computing security. In Proceedings of 2011 korean society for internet information summer conference (Vol. 12, no. 1, pp. 221–222). Choi, E. Y., Han, B. J., Shin, D. H., Jung, H. C., & KISA Security R&D Team. A study for enhancing mobile cloud computing security. In Proceedings of 2011 korean society for internet information summer conference (Vol. 12, no. 1, pp. 221–222).
3.
Zurück zum Zitat Korea Communications Commission Press. (2010). KCC open the cloud service test bed. Korea: KCC. Korea Communications Commission Press. (2010). KCC open the cloud service test bed. Korea: KCC.
4.
Zurück zum Zitat Yoon, Y. B., Oh, J., & Lee, B. G. (2013). The establishment of security strategies for introducing cloud computing. KSII Transactions on Internet and Information Systems, 7(4), 860–877.CrossRef Yoon, Y. B., Oh, J., & Lee, B. G. (2013). The establishment of security strategies for introducing cloud computing. KSII Transactions on Internet and Information Systems, 7(4), 860–877.CrossRef
5.
Zurück zum Zitat Lee, S., & Seo, K.-K. (2013). A decision-making model for IaaS provider selection. In Proceedings of the 3rd international conference on convergence technology (pp. 1217–1218). Lee, S., & Seo, K.-K. (2013). A decision-making model for IaaS provider selection. In Proceedings of the 3rd international conference on convergence technology (pp. 1217–1218).
6.
Zurück zum Zitat Godse, M., & Mulik, S. (2009). An approach for selecting software-as-a-service (SaaS) product. In Proceedings of the IEEE international conference on cloud computing (pp. 155–158). Godse, M., & Mulik, S. (2009). An approach for selecting software-as-a-service (SaaS) product. In Proceedings of the IEEE international conference on cloud computing (pp. 155–158).
7.
Zurück zum Zitat Menzel, M., Schönherr, M., & Tai, S. (2013). (MC2)2: Criteria, requirements and a software prototype for cloud infrastructure decisions. Software: Practice and Experience, 43(11), 1283–1297. Menzel, M., Schönherr, M., & Tai, S. (2013). (MC2)2: Criteria, requirements and a software prototype for cloud infrastructure decisions. Software: Practice and Experience, 43(11), 1283–1297.
8.
Zurück zum Zitat Zheng, Z., Wu, X., Zhang, Y., Lyu, M. R., & Wang, J. (2013). QoS ranking prediction for cloud services. IEEE Transactions on Parallel and Distributed Systems, 24(6), 1213–1222.CrossRef Zheng, Z., Wu, X., Zhang, Y., Lyu, M. R., & Wang, J. (2013). QoS ranking prediction for cloud services. IEEE Transactions on Parallel and Distributed Systems, 24(6), 1213–1222.CrossRef
9.
Zurück zum Zitat Limam, N., & Boutaba, R. (2010). assessing software service quality and trustworthiness at selection time. IEEE Transactions on Software Engineering, 36(4), 559–574.CrossRef Limam, N., & Boutaba, R. (2010). assessing software service quality and trustworthiness at selection time. IEEE Transactions on Software Engineering, 36(4), 559–574.CrossRef
10.
Zurück zum Zitat Saripalli, P., & Pingali, G. (2011). MADMAC: Multiple attribute decision methodology for adoption of clouds. In Proceedings of the IEEE international conference on cloud computing (pp. 316–323). Saripalli, P., & Pingali, G. (2011). MADMAC: Multiple attribute decision methodology for adoption of clouds. In Proceedings of the IEEE international conference on cloud computing (pp. 316–323).
11.
Zurück zum Zitat Martens, B., Teuteberg, F., & Gräuler, M. (2011). Design and implementation of a community platform for the evaluation and selection of cloud computing services: A market analysis. In Proceedings of 19th European conference on information systems, ECIS 2011. Martens, B., Teuteberg, F., & Gräuler, M. (2011). Design and implementation of a community platform for the evaluation and selection of cloud computing services: A market analysis. In Proceedings of 19th European conference on information systems, ECIS 2011.
12.
Zurück zum Zitat Sundareswaran, S., Squicciarini, A., & Lin, D. (2012). A brokerage-based approach for cloud service selection. In Proceedings of the IEEE 5th international conference on cloud computing (pp. 558–565). Sundareswaran, S., Squicciarini, A., & Lin, D. (2012). A brokerage-based approach for cloud service selection. In Proceedings of the IEEE 5th international conference on cloud computing (pp. 558–565).
13.
Zurück zum Zitat Jung, G., Mukherjee, T., Kunde, S., Kim, H., Sharma, N., & Goetz, F. (2013). CloudAdvisor: A recommendation-as-a-service platform for cloud configuration and pricing. In Proceedings of 2013 IEEE ninth world congress on services (pp. 456–463). Jung, G., Mukherjee, T., Kunde, S., Kim, H., Sharma, N., & Goetz, F. (2013). CloudAdvisor: A recommendation-as-a-service platform for cloud configuration and pricing. In Proceedings of 2013 IEEE ninth world congress on services (pp. 456–463).
14.
Zurück zum Zitat Yang, J., Lin, W., & Dou, W. (2013). An adaptive service selection method for cross-cloud service composition. Concurrency and Computation: Practice and Experience, 25(18), 2435–2454.CrossRef Yang, J., Lin, W., & Dou, W. (2013). An adaptive service selection method for cross-cloud service composition. Concurrency and Computation: Practice and Experience, 25(18), 2435–2454.CrossRef
15.
Zurück zum Zitat Dastjerdi, A. V., Tabatabaei, S. G. H., & Buyya, R. (2010) An effective architecture for automated appliance management system applying ontology-based cloud discovery. In Proceedings of the 10th IEEE/ACM international conference on cluster, cloud and grid computing (pp. 104–112). Dastjerdi, A. V., Tabatabaei, S. G. H., & Buyya, R. (2010) An effective architecture for automated appliance management system applying ontology-based cloud discovery. In Proceedings of the 10th IEEE/ACM international conference on cluster, cloud and grid computing (pp. 104–112).
16.
Zurück zum Zitat Quinton, C., Romero, D., & Duchien, L. (2014). Automated selection and configuration of cloud environments using software product lines principles. In Proceedings of the 7th IEEE international conference on cloud computing (pp. 144–151). Quinton, C., Romero, D., & Duchien, L. (2014). Automated selection and configuration of cloud environments using software product lines principles. In Proceedings of the 7th IEEE international conference on cloud computing (pp. 144–151).
18.
Zurück zum Zitat NIST. (2011). The NIST definition of cloud computing. United States: National Institute of Standards and Technology. NIST. (2011). The NIST definition of cloud computing. United States: National Institute of Standards and Technology.
22.
Zurück zum Zitat Voorsluys, W., Broberg, J., & Buyya, R. (2011). Introduction to cloud computing. In Cloud computing: Principles and paradigms (pp. 1–44). New York: Wiley. Voorsluys, W., Broberg, J., & Buyya, R. (2011). Introduction to cloud computing. In Cloud computing: Principles and paradigms (pp. 1–44). New York: Wiley.
25.
Zurück zum Zitat IDC. (2010). Defining cloud services and cloud computing. Framingham: IDC. IDC. (2010). Defining cloud services and cloud computing. Framingham: IDC.
27.
Zurück zum Zitat Hof, R. D. (2006). Jeff Bezos’ risky bet. Business Week. Hof, R. D. (2006). Jeff Bezos’ risky bet. Business Week.
28.
Zurück zum Zitat He, S., Guo, L., Guo, Y. & Ghanem, M. (2012). Improving resource utilization in the cloud environment using multivariate probabilistic models. In Proceedings of 2012 IEEE 5th international conference on cloud computing (pp. 574–581). He, S., Guo, L., Guo, Y. & Ghanem, M. (2012). Improving resource utilization in the cloud environment using multivariate probabilistic models. In Proceedings of 2012 IEEE 5th international conference on cloud computing (pp. 574–581).
29.
Zurück zum Zitat King, R. (2010). Cloud computing: Small companies take flight. Business week. King, R. (2010). Cloud computing: Small companies take flight. Business week.
30.
Zurück zum Zitat Mao, M., & Humphrey, M. (2012). A performance study on the vm startup time in the cloud. In Proceedings of 2012 IEEE 5th international conference on cloud computing (p. 423). Mao, M., & Humphrey, M. (2012). A performance study on the vm startup time in the cloud. In Proceedings of 2012 IEEE 5th international conference on cloud computing (p. 423).
31.
Zurück zum Zitat He, S., Guo, L., & Guo, Y. (2011). Real time elastic cloud management for limited resources. In Proceedings of 2011 IEEE 4th international conference on cloud computing (pp. 622–629). He, S., Guo, L., & Guo, Y. (2011). Real time elastic cloud management for limited resources. In Proceedings of 2011 IEEE 4th international conference on cloud computing (pp. 622–629).
32.
Zurück zum Zitat Shawky, D.M., & Ali, A.F. (2012). Defining a measure of cloud computing elasticity. In Proceedings of 1st International conference on systems and computer science (ICSCS) (pp. 1–5). Shawky, D.M., & Ali, A.F. (2012). Defining a measure of cloud computing elasticity. In Proceedings of 1st International conference on systems and computer science (ICSCS) (pp. 1–5).
34.
Zurück zum Zitat He, S., Guo, L., Guo, Y., Wu, C., Ghanem, M., & Han, R. (2012). Elastic application container: A lightweight approach for cloud resource provisioning. In Proceedings of 2012 IEEE 26th international conference on advanced information networking and applications (pp. 15–22). He, S., Guo, L., Guo, Y., Wu, C., Ghanem, M., & Han, R. (2012). Elastic application container: A lightweight approach for cloud resource provisioning. In Proceedings of 2012 IEEE 26th international conference on advanced information networking and applications (pp. 15–22).
35.
Zurück zum Zitat He, Q., Han, J., Yang, Y., Jin, H., Schneider, J.-G., & Versteeg, S. (2014). Formulating cost-effective monitoring strategies for service-based systems. IEEE Transactions on Software Engineering, 40(5), 461–482.CrossRef He, Q., Han, J., Yang, Y., Jin, H., Schneider, J.-G., & Versteeg, S. (2014). Formulating cost-effective monitoring strategies for service-based systems. IEEE Transactions on Software Engineering, 40(5), 461–482.CrossRef
36.
Zurück zum Zitat Katsaros, G., Kousiouris, G., Gogouvitis, S. V., Kyriazis, D., Menychtas, A., & Varvarigou, T. (2012). A Self-adaptive hierarchical monitoring mechanism for Clouds. Journal of Systems and Software, 85(5), 1029–1041.CrossRef Katsaros, G., Kousiouris, G., Gogouvitis, S. V., Kyriazis, D., Menychtas, A., & Varvarigou, T. (2012). A Self-adaptive hierarchical monitoring mechanism for Clouds. Journal of Systems and Software, 85(5), 1029–1041.CrossRef
37.
Zurück zum Zitat Kaplan, R. S., & Norton, D. P. (1992). The balanced scorecard: measures that drive performance. Harvard Business Review, 70(1), 71–79. Kaplan, R. S., & Norton, D. P. (1992). The balanced scorecard: measures that drive performance. Harvard Business Review, 70(1), 71–79.
38.
Zurück zum Zitat Kaplan, R. S., & Norton, D. P. (1996). Using the balanced scorecard as a strategic management system. Harvard Business Review, 74(1), 75–85. Kaplan, R. S., & Norton, D. P. (1996). Using the balanced scorecard as a strategic management system. Harvard Business Review, 74(1), 75–85.
39.
Zurück zum Zitat Kaplan, R. S., & Norton, D. P. (1996). The balanced scorecard: translating strategy into action. Boston: Harvard Business School Press. Kaplan, R. S., & Norton, D. P. (1996). The balanced scorecard: translating strategy into action. Boston: Harvard Business School Press.
40.
Zurück zum Zitat Martinsons, M., Davison, R., & Tse, D. (1999). The balanced scorecard: A foundation for the strategic management of information systems. Decision Support Systems, 25(1), 71–88.CrossRef Martinsons, M., Davison, R., & Tse, D. (1999). The balanced scorecard: A foundation for the strategic management of information systems. Decision Support Systems, 25(1), 71–88.CrossRef
41.
Zurück zum Zitat Murray, T. J., Pipino, L. L., & van Gigch, J. P. (1985). A pilot study of fuzzy set modification of Delphi. Human Systems Management, 5(1), 76–80. Murray, T. J., Pipino, L. L., & van Gigch, J. P. (1985). A pilot study of fuzzy set modification of Delphi. Human Systems Management, 5(1), 76–80.
42.
Zurück zum Zitat Ishikawa, A., Amagasa, T., Tamizawa, G., Totsuta, R., & Mieno, H. (1993). The max–min Delphi method and fuzzy Delphi method via fuzzy integration. Fuzzy Sets and Systems, 55(3), 241–253.CrossRef Ishikawa, A., Amagasa, T., Tamizawa, G., Totsuta, R., & Mieno, H. (1993). The max–min Delphi method and fuzzy Delphi method via fuzzy integration. Fuzzy Sets and Systems, 55(3), 241–253.CrossRef
43.
Zurück zum Zitat Kuo, Y. F., & Chen, P. C. (2008). Constructing performance appraisal indicators for mobility of the service industries using Fuzzy Delphi Method. Expert Systems with Applications, 35(4), 1930–1939.CrossRef Kuo, Y. F., & Chen, P. C. (2008). Constructing performance appraisal indicators for mobility of the service industries using Fuzzy Delphi Method. Expert Systems with Applications, 35(4), 1930–1939.CrossRef
44.
Zurück zum Zitat Cheng, C. H., Yang, K. L., & Hwang, C. L. (1999). Evaluating attack helicopters by AHP based on linguistic variable weight. European Journal of Operational Research, 116(2), 423–435.CrossRefMATH Cheng, C. H., Yang, K. L., & Hwang, C. L. (1999). Evaluating attack helicopters by AHP based on linguistic variable weight. European Journal of Operational Research, 116(2), 423–435.CrossRefMATH
46.
Zurück zum Zitat Lee, A. H. I., Chen, W.-C., & Chang, C.-J. (2006). A fuzzy AHP and BSC approach for evaluating performance of IT department in the manufacturing industry in Taiwan. Expert Systems with Applications, 34(1), 96–107.CrossRefMathSciNet Lee, A. H. I., Chen, W.-C., & Chang, C.-J. (2006). A fuzzy AHP and BSC approach for evaluating performance of IT department in the manufacturing industry in Taiwan. Expert Systems with Applications, 34(1), 96–107.CrossRefMathSciNet
47.
Zurück zum Zitat Wang, L., Chu, J., & Wu, J. (2007). Selection of optimum maintenance strategies based on a fuzzy analytic hierarchy process. International Journal of Production Economics, 107(1), 151–163.CrossRef Wang, L., Chu, J., & Wu, J. (2007). Selection of optimum maintenance strategies based on a fuzzy analytic hierarchy process. International Journal of Production Economics, 107(1), 151–163.CrossRef
48.
Zurück zum Zitat Lee, A. H. I., & Lin, C.-Y. (2011). An integrated fuzzy QFD framework for new product development. Flexible Services and Manufacturing Journal, 23(1), 26–47.CrossRefMATH Lee, A. H. I., & Lin, C.-Y. (2011). An integrated fuzzy QFD framework for new product development. Flexible Services and Manufacturing Journal, 23(1), 26–47.CrossRefMATH
49.
Zurück zum Zitat Chang, D. (1992). Extent analysis and synthetic decision, optimization techniques and applications (Vol. 1, p. 352). Singapore: World Scientific. Chang, D. (1992). Extent analysis and synthetic decision, optimization techniques and applications (Vol. 1, p. 352). Singapore: World Scientific.
50.
Zurück zum Zitat Wang, Y. M., Luo, Y., & Hua, Z. (2008). On the extent analysis method for fuzzy AHP and its applications. European Journal of Operational Research, 186(1), 735–747.CrossRefMATH Wang, Y. M., Luo, Y., & Hua, Z. (2008). On the extent analysis method for fuzzy AHP and its applications. European Journal of Operational Research, 186(1), 735–747.CrossRefMATH
51.
Zurück zum Zitat Javanbarg, M. B., Scawthorn, C., Kiyono, J., & Shahbodaghkhan, B. (2012). Fuzzy AHP-based multicriteria decision making systems using particle swarm optimization. Expert Systems with Applications, 39(1), 960–966.CrossRef Javanbarg, M. B., Scawthorn, C., Kiyono, J., & Shahbodaghkhan, B. (2012). Fuzzy AHP-based multicriteria decision making systems using particle swarm optimization. Expert Systems with Applications, 39(1), 960–966.CrossRef
52.
Zurück zum Zitat Saaty, A. L. (1980). The analytic hierarchy process. New York: McGraw-Hill.MATH Saaty, A. L. (1980). The analytic hierarchy process. New York: McGraw-Hill.MATH
53.
Zurück zum Zitat Leung, L. C., & Cao, D. (2000). On consistency and ranking of alternatives in fuzzy AHP. European Journal of Operational Research, 124(1), 102–113.CrossRefMathSciNetMATH Leung, L. C., & Cao, D. (2000). On consistency and ranking of alternatives in fuzzy AHP. European Journal of Operational Research, 124(1), 102–113.CrossRefMathSciNetMATH
Metadaten
Titel
A Hybrid Multi-Criteria Decision-Making Model for a Cloud Service Selection Problem Using BSC, Fuzzy Delphi Method and Fuzzy AHP
verfasst von
Sangwon Lee
Kwang-Kyu Seo
Publikationsdatum
01.01.2016
Verlag
Springer US
Erschienen in
Wireless Personal Communications / Ausgabe 1/2016
Print ISSN: 0929-6212
Elektronische ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-015-2976-z

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