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Published in: Journal of Network and Systems Management 4/2020

09-07-2020

Service Selection Using Multi-criteria Decision Making: A Comprehensive Overview

Authors: Mehdi Hosseinzadeh, Hawkar Kamaran Hama, Marwan Yassin Ghafour, Mohammad Masdari, Omed Hassan Ahmed, Hemn Khezri

Published in: Journal of Network and Systems Management | Issue 4/2020

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Abstract

The growing number of services that can meet the users’ functional requirements, inspired many researchers to provide some approaches to rank and select the best possible services regarding their quality of service (QoS) and users’ preferences. Considering various criteria which should be considered in the service selection process, multi-criteria decision making (MCDM) techniques have been vastly applied to help a decision-maker in determining the weight of each QoS factor and ranking the services provided by different service providers. This paper provides an extensive investigation of the state of the art MCDM-based service selection schemes proposed in the literature. It provides the required background knowledge and puts forward a taxonomy of the investigated service selection schemes regarding their applied MCDM methods. Also, it describes how the MCDM methods are adapted by the studied schemes, which datasets and QoS criteria are employed by each system, and which factors and environments are utilized to evaluate the service selection schemes. Finally, the concluding remarks are provided, and directions for future studies are highlighted.

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Literature
1.
go back to reference Lemos, A.L., Daniel, F., Benatallah, B.: Web service composition: a survey of techniques and tools. ACM Comput. Surv. 48, 33 (2016)CrossRef Lemos, A.L., Daniel, F., Benatallah, B.: Web service composition: a survey of techniques and tools. ACM Comput. Surv. 48, 33 (2016)CrossRef
2.
go back to reference Masdari, M., ValiKardan, S., Shahi, Z., Azar, S.I.: Towards workflow scheduling in cloud computing: a comprehensive analysis. J. Netw. Comput. Appl. 66, 64–82 (2016)CrossRef Masdari, M., ValiKardan, S., Shahi, Z., Azar, S.I.: Towards workflow scheduling in cloud computing: a comprehensive analysis. J. Netw. Comput. Appl. 66, 64–82 (2016)CrossRef
3.
go back to reference Masdari, M., Salehi, F., Jalali, M., Bidaki, M.: A survey of PSO-based scheduling algorithms in cloud computing. J. Netw. Syst. Manage. 25, 122–158 (2017)CrossRef Masdari, M., Salehi, F., Jalali, M., Bidaki, M.: A survey of PSO-based scheduling algorithms in cloud computing. J. Netw. Syst. Manage. 25, 122–158 (2017)CrossRef
4.
go back to reference Niknejad, N., Amiri, I.S.: Literature review of service-oriented architecture (SOA) adoption researches and the related significant factors. In: Niknejad, N., Che Hussin, A.R., Amiri, I.S. (eds.) The impact of service oriented architecture adoption on organizations, pp. 9–41. Springer, Berlin (2019)CrossRef Niknejad, N., Amiri, I.S.: Literature review of service-oriented architecture (SOA) adoption researches and the related significant factors. In: Niknejad, N., Che Hussin, A.R., Amiri, I.S. (eds.) The impact of service oriented architecture adoption on organizations, pp. 9–41. Springer, Berlin (2019)CrossRef
5.
go back to reference Mohsin, A., Janjua, N.K.: A review and future directions of SOA-based software architecture modeling approaches for System of Systems. Serv. Oriented Comput. Appl. 12, 183–200 (2018)CrossRef Mohsin, A., Janjua, N.K.: A review and future directions of SOA-based software architecture modeling approaches for System of Systems. Serv. Oriented Comput. Appl. 12, 183–200 (2018)CrossRef
6.
go back to reference Ghobaei-Arani, M., Khorsand, R., Ramezanpour, M.: An autonomous resource provisioning framework for massively multiplayer online games in cloud environment. J. Netw. Comput. Appl. 142, 76–97 (2019)CrossRef Ghobaei-Arani, M., Khorsand, R., Ramezanpour, M.: An autonomous resource provisioning framework for massively multiplayer online games in cloud environment. J. Netw. Comput. Appl. 142, 76–97 (2019)CrossRef
7.
go back to reference Rodriguez-Mier, P., Pedrinaci, C., Lama, M., Mucientes, M.: An integrated semantic web service discovery and composition framework. IEEE Trans. Serv. Comput. 9, 537–550 (2016)CrossRef Rodriguez-Mier, P., Pedrinaci, C., Lama, M., Mucientes, M.: An integrated semantic web service discovery and composition framework. IEEE Trans. Serv. Comput. 9, 537–550 (2016)CrossRef
8.
go back to reference Garriga, M., Mateos, C., Flores, A., Cechich, A., Zunino, A.: RESTful service composition at a glance: a survey. J. Netw. Comput. Appl. 60, 32–53 (2016)CrossRef Garriga, M., Mateos, C., Flores, A., Cechich, A., Zunino, A.: RESTful service composition at a glance: a survey. J. Netw. Comput. Appl. 60, 32–53 (2016)CrossRef
9.
go back to reference Ghobaei‐Arani, M., Rahmanian, A.A., Souri, A., Rahmani, A.M.: A moth‐flame optimization algorithm for web service composition in cloud computing: simulation and verification. Software Pract. Exper. 48(10), 1865–1892 (2018) Ghobaei‐Arani, M., Rahmanian, A.A., Souri, A., Rahmani, A.M.: A moth‐flame optimization algorithm for web service composition in cloud computing: simulation and verification. Software Pract. Exper. 48(10), 1865–1892 (2018)
10.
go back to reference Wang, D., Yang, Y., Mi, Z.: A genetic-based approach to web service composition in geo-distributed cloud environment. Comput. Electr. Eng. 43, 129–141 (2015)CrossRef Wang, D., Yang, Y., Mi, Z.: A genetic-based approach to web service composition in geo-distributed cloud environment. Comput. Electr. Eng. 43, 129–141 (2015)CrossRef
11.
go back to reference Jatoth, C., Gangadharan, G., Buyya, R.: Computational intelligence based QoS-aware web service composition: a systematic literature review. IEEE Trans. Serv. Comput. 10, 475–492 (2017)CrossRef Jatoth, C., Gangadharan, G., Buyya, R.: Computational intelligence based QoS-aware web service composition: a systematic literature review. IEEE Trans. Serv. Comput. 10, 475–492 (2017)CrossRef
12.
go back to reference Wang, S., Sun, Q., Zou, H., Yang, F.: Particle swarm optimization with Skyline operator for fast cloud-based web service composition. Mob. Netw. Appl. 18, 116–121 (2013)CrossRef Wang, S., Sun, Q., Zou, H., Yang, F.: Particle swarm optimization with Skyline operator for fast cloud-based web service composition. Mob. Netw. Appl. 18, 116–121 (2013)CrossRef
13.
go back to reference Ghobaei-Arani, M., Souri, A.: LP-WSC: a linear programming approach for web service composition in geographically distributed cloud environments. J. Supercomput. 75(5), 2603–2628 (2019)CrossRef Ghobaei-Arani, M., Souri, A.: LP-WSC: a linear programming approach for web service composition in geographically distributed cloud environments. J. Supercomput. 75(5), 2603–2628 (2019)CrossRef
14.
go back to reference Xu, J., Guo, L., Zhang, R., Zhang, Y., Hu, H., Wang, F., Pei, Z.: Towards fuzzy QoS driven service selection with user requirements. In: 2017 international conference on progress in informatics and computing (PIC), pp. 230–234 (2017) Xu, J., Guo, L., Zhang, R., Zhang, Y., Hu, H., Wang, F., Pei, Z.: Towards fuzzy QoS driven service selection with user requirements. In: 2017 international conference on progress in informatics and computing (PIC), pp. 230–234 (2017)
15.
go back to reference Ding, Z., Liu, J., Sun, Y., Jiang, C., Zhou, M.: A transaction and QoS-aware service selection approach based on genetic algorithm. IEEE Trans. Syst. Man Cybern. Syst. 45, 1035–1046 (2015)CrossRef Ding, Z., Liu, J., Sun, Y., Jiang, C., Zhou, M.: A transaction and QoS-aware service selection approach based on genetic algorithm. IEEE Trans. Syst. Man Cybern. Syst. 45, 1035–1046 (2015)CrossRef
16.
go back to reference Ma, H., Wang, A., Zhang, M.: A hybrid approach using genetic programming and greedy search for QoS-aware web service composition. In: Hameurlain, A., Küng, J., Wagner, R., Decker, H., Lhotska, L., Link, S. (eds.) Transactions on large-scale data- and knowledge-centered systems XVIII: special issue on database- and expert-systems applications, pp. 180–205. Springer, Berlin (2015) Ma, H., Wang, A., Zhang, M.: A hybrid approach using genetic programming and greedy search for QoS-aware web service composition. In: Hameurlain, A., Küng, J., Wagner, R., Decker, H., Lhotska, L., Link, S. (eds.) Transactions on large-scale data- and knowledge-centered systems XVIII: special issue on database- and expert-systems applications, pp. 180–205. Springer, Berlin (2015)
17.
go back to reference Ghobaei-Arani, M., Rahmanian, A.A., Aslanpour, M.S., Dashti, S.E.: CSA-WSC: cuckoo search algorithm for web service composition in cloud environments. Soft. Comput. 22(24), 8353–8378 (2018)CrossRef Ghobaei-Arani, M., Rahmanian, A.A., Aslanpour, M.S., Dashti, S.E.: CSA-WSC: cuckoo search algorithm for web service composition in cloud environments. Soft. Comput. 22(24), 8353–8378 (2018)CrossRef
18.
go back to reference Jatoth, C., Gangadharan, G.R., Buyya, R.: Optimal fitness aware cloud service composition using an adaptive genotypes evolution based genetic algorithm. Future Gener. Comput. Syst. 94, 185–198 (2019)CrossRef Jatoth, C., Gangadharan, G.R., Buyya, R.: Optimal fitness aware cloud service composition using an adaptive genotypes evolution based genetic algorithm. Future Gener. Comput. Syst. 94, 185–198 (2019)CrossRef
19.
go back to reference Ding, Z., Sun, Y., Liu, J., Pan, M., Liu, J.: A genetic algorithm based approach to transactional and QoS-aware service selection. Enterp. Inf. Syst. 11, 339–358 (2017)CrossRef Ding, Z., Sun, Y., Liu, J., Pan, M., Liu, J.: A genetic algorithm based approach to transactional and QoS-aware service selection. Enterp. Inf. Syst. 11, 339–358 (2017)CrossRef
20.
go back to reference Wang, W., Sun, Q., Zhao, X., Yang, F.: An improved particle swarm optimization algorithm for QoS-aware web service selection in service oriented communication. Int. J. Comput. Intell. Syst. 3, 18–30 (2010)CrossRef Wang, W., Sun, Q., Zhao, X., Yang, F.: An improved particle swarm optimization algorithm for QoS-aware web service selection in service oriented communication. Int. J. Comput. Intell. Syst. 3, 18–30 (2010)CrossRef
21.
go back to reference Chouiref, Z., Belkhir, A., Benouaret, K., Hadjali, A.: A fuzzy framework for efficient user-centric Web service selection. Appl. Soft Comput. 41, 51–65 (2016)CrossRef Chouiref, Z., Belkhir, A., Benouaret, K., Hadjali, A.: A fuzzy framework for efficient user-centric Web service selection. Appl. Soft Comput. 41, 51–65 (2016)CrossRef
22.
go back to reference Zheng, H., Feng, Y., Tan, J.: A fuzzy QoS-aware resource service selection considering design preference in cloud manufacturing system. Int. J. Adv. Manuf. Technol. 84, 371–379 (2016)CrossRef Zheng, H., Feng, Y., Tan, J.: A fuzzy QoS-aware resource service selection considering design preference in cloud manufacturing system. Int. J. Adv. Manuf. Technol. 84, 371–379 (2016)CrossRef
23.
go back to reference Ha, W.: Cloud service selection with fuzzy C-means artificial immune network memory classifier. In: 2018 14th international conference on computational intelligence and security (CIS), pp. 264–268 (2018) Ha, W.: Cloud service selection with fuzzy C-means artificial immune network memory classifier. In: 2018 14th international conference on computational intelligence and security (CIS), pp. 264–268 (2018)
24.
go back to reference Vimercati, SDCd, Foresti, S., Livraga, G., Piuri, V., Samarati, P.: A fuzzy-based brokering service for cloud plan selection. IEEE Syst. J. 13(4), 4101–4109 (2019)CrossRef Vimercati, SDCd, Foresti, S., Livraga, G., Piuri, V., Samarati, P.: A fuzzy-based brokering service for cloud plan selection. IEEE Syst. J. 13(4), 4101–4109 (2019)CrossRef
25.
go back to reference Moghaddam, M., Davis, J.G.: Simultaneous service selection for multiple composite service requests: a combinatorial auction approach. Decis. Support Syst. 120, 81–94 (2019)CrossRef Moghaddam, M., Davis, J.G.: Simultaneous service selection for multiple composite service requests: a combinatorial auction approach. Decis. Support Syst. 120, 81–94 (2019)CrossRef
26.
go back to reference Liang, H., Du, Y., Jiang, T., Li, F.: A comprehensive multi-objective approach of service selection for service processes with twofold restrictions. Future Gener. Comput. Syst. 92, 119–140 (2019)CrossRef Liang, H., Du, Y., Jiang, T., Li, F.: A comprehensive multi-objective approach of service selection for service processes with twofold restrictions. Future Gener. Comput. Syst. 92, 119–140 (2019)CrossRef
27.
go back to reference Maheswari, S., Karpagam, G. R.: Performance evaluation of semantic based service selection methods. Comput. Electr. Eng. 71, 966–977 (2018)CrossRef Maheswari, S., Karpagam, G. R.: Performance evaluation of semantic based service selection methods. Comput. Electr. Eng. 71, 966–977 (2018)CrossRef
28.
go back to reference Wang, S., Huang, L., Sun, L., Hsu, C.-H., Yang, F.: Efficient and reliable service selection for heterogeneous distributed software systems. Future Gener. Comput. Syst. 74, 158–167 (2017)CrossRef Wang, S., Huang, L., Sun, L., Hsu, C.-H., Yang, F.: Efficient and reliable service selection for heterogeneous distributed software systems. Future Gener. Comput. Syst. 74, 158–167 (2017)CrossRef
29.
go back to reference Moghaddam, M.: An auction-based approach for composite web service selection, pp. 400–405. Springer, Berlin (2013) Moghaddam, M.: An auction-based approach for composite web service selection, pp. 400–405. Springer, Berlin (2013)
30.
go back to reference Zhang, H., Guo, F., Ji, H., Zhu, C.: Combinational auction-based service provider selection in mobile edge computing networks. IEEE Access 5, 13455–13464 (2017)CrossRef Zhang, H., Guo, F., Ji, H., Zhu, C.: Combinational auction-based service provider selection in mobile edge computing networks. IEEE Access 5, 13455–13464 (2017)CrossRef
31.
go back to reference Moghaddam, M., Davis, J.G., Viglas, T.: A combinatorial auction model for composite service selection based on preferences and constraints. In: 2013 IEEE international conference on services computing, pp. 81–88 (2013) Moghaddam, M., Davis, J.G., Viglas, T.: A combinatorial auction model for composite service selection based on preferences and constraints. In: 2013 IEEE international conference on services computing, pp. 81–88 (2013)
32.
go back to reference Moghaddam, M., Davis, J.G.: Auction-based models for composite service selection: a design framework, pp. 101–115. Springer, Cham (2018) Moghaddam, M., Davis, J.G.: Auction-based models for composite service selection: a design framework, pp. 101–115. Springer, Cham (2018)
33.
go back to reference Li, X., Zhong, Y., He, Q., Chen, F., Zhang, X., Dou, W., Yang, Y.: Quality-aware service selection for multi-tenant service oriented systems based on combinatorial auction. IEEE Access 7, 35645–35660 (2019)CrossRef Li, X., Zhong, Y., He, Q., Chen, F., Zhang, X., Dou, W., Yang, Y.: Quality-aware service selection for multi-tenant service oriented systems based on combinatorial auction. IEEE Access 7, 35645–35660 (2019)CrossRef
34.
go back to reference He, Q., Yan, J., Jin, H., Yang, Y.: Quality-aware service selection for service-based systems based on iterative multi-attribute combinatorial auction. IEEE Trans. Softw. Eng. 40, 192–215 (2014)CrossRef He, Q., Yan, J., Jin, H., Yang, Y.: Quality-aware service selection for service-based systems based on iterative multi-attribute combinatorial auction. IEEE Trans. Softw. Eng. 40, 192–215 (2014)CrossRef
35.
go back to reference Kahraman, C., Onar, S.C., Oztaysi, B.: Fuzzy multicriteria decision-making: a literature review. Int. J. Comput. Intell. Syst. 8, 637–666 (2015)MATHCrossRef Kahraman, C., Onar, S.C., Oztaysi, B.: Fuzzy multicriteria decision-making: a literature review. Int. J. Comput. Intell. Syst. 8, 637–666 (2015)MATHCrossRef
36.
go back to reference Chen, C.-T.: Extensions of the TOPSIS for group decision-making under fuzzy environment. Fuzzy Sets Syst. 114, 1–9 (2000)MATHCrossRef Chen, C.-T.: Extensions of the TOPSIS for group decision-making under fuzzy environment. Fuzzy Sets Syst. 114, 1–9 (2000)MATHCrossRef
37.
go back to reference Zyoud, S.H., Fuchs-Hanusch, D.: A bibliometric-based survey on AHP and TOPSIS techniques. Expert Syst. Appl. 78, 158–181 (2017)CrossRef Zyoud, S.H., Fuchs-Hanusch, D.: A bibliometric-based survey on AHP and TOPSIS techniques. Expert Syst. Appl. 78, 158–181 (2017)CrossRef
38.
go back to reference Figueira, J., Mousseau, V., Roy, B.: ELECTRE methods. In: Gandibleux, X. (ed.) Multiple criteria decision analysis: state of the art surveys, pp. 133–153. Springer, Berlin (2005)CrossRef Figueira, J., Mousseau, V., Roy, B.: ELECTRE methods. In: Gandibleux, X. (ed.) Multiple criteria decision analysis: state of the art surveys, pp. 133–153. Springer, Berlin (2005)CrossRef
39.
go back to reference Brans, J.-P., Mareschal, B.: PROMETHEE methods. In: Gandibleux, X. (ed.) Multiple criteria decision analysis: state of the art surveys, pp. 163–186. Springer, Berlin (2005)CrossRef Brans, J.-P., Mareschal, B.: PROMETHEE methods. In: Gandibleux, X. (ed.) Multiple criteria decision analysis: state of the art surveys, pp. 163–186. Springer, Berlin (2005)CrossRef
40.
go back to reference Saaty, T.L.: How to make a decision: the analytic hierarchy process. Eur. J. Oper. Res. 48, 9–26 (1990)MATHCrossRef Saaty, T.L.: How to make a decision: the analytic hierarchy process. Eur. J. Oper. Res. 48, 9–26 (1990)MATHCrossRef
41.
go back to reference Saaty, T.L.: Analytic network process. Springer, Berlin (2013) Saaty, T.L.: Analytic network process. Springer, Berlin (2013)
42.
go back to reference Whaiduzzaman, M., Gani, A., Anuar, N.B., Shiraz, M., Haque, M.N., Haque, I.T.: Cloud service selection using multicriteria decision analysis. Sci. World J. 2014, 10 (2014) Whaiduzzaman, M., Gani, A., Anuar, N.B., Shiraz, M., Haque, M.N., Haque, I.T.: Cloud service selection using multicriteria decision analysis. Sci. World J. 2014, 10 (2014)
43.
go back to reference Al-Faifi, A.M., Song, B., Alamri, A., Alelaiwi, A., Xiang, Y.: A survey on multi-criteria decision making methods for evaluating cloud computing services. 網際網路技術學刊 18, 473–494 (2017) Al-Faifi, A.M., Song, B., Alamri, A., Alelaiwi, A., Xiang, Y.: A survey on multi-criteria decision making methods for evaluating cloud computing services. 網際網路技術學刊 18, 473–494 (2017)
44.
go back to reference Tsai, C.-F., Hsu, Y.-F., Lin, C.-Y., Lin, W.-Y.: Intrusion detection by machine learning: a review. Expert Syst. Appl. 36, 11994–12000 (2009)CrossRef Tsai, C.-F., Hsu, Y.-F., Lin, C.-Y., Lin, W.-Y.: Intrusion detection by machine learning: a review. Expert Syst. Appl. 36, 11994–12000 (2009)CrossRef
45.
go back to reference Thomas, T.K., Silas, S.: An analysis on selection of cloud vendors based on subjective and objective parameters. In: 2018 2nd international conference on inventive systems and control (ICISC), pp. 974–977 (2018) Thomas, T.K., Silas, S.: An analysis on selection of cloud vendors based on subjective and objective parameters. In: 2018 2nd international conference on inventive systems and control (ICISC), pp. 974–977 (2018)
46.
go back to reference Vesyropoulos, N., Georgiadis, C.K.: QoS-based filters in web service compositions: utilizing multi-criteria decision analysis methods. J. Multi-Criteria Decis. Anal. 22, 279–292 (2015)CrossRef Vesyropoulos, N., Georgiadis, C.K.: QoS-based filters in web service compositions: utilizing multi-criteria decision analysis methods. J. Multi-Criteria Decis. Anal. 22, 279–292 (2015)CrossRef
47.
go back to reference Wang, S., Liu, Z., Sun, Q., Zou, H., Yang, F.: Towards an accurate evaluation of quality of cloud service in service-oriented cloud computing. J. Intell. Manuf. 25, 283–291 (2014)CrossRef Wang, S., Liu, Z., Sun, Q., Zou, H., Yang, F.: Towards an accurate evaluation of quality of cloud service in service-oriented cloud computing. J. Intell. Manuf. 25, 283–291 (2014)CrossRef
48.
go back to reference Chen, F., Li, M., Wu, H.: GACRM: a dynamic multi-attribute decision making approach to large-scale Web service composition. Appl. Soft Comput. 61, 947–958 (2017)CrossRef Chen, F., Li, M., Wu, H.: GACRM: a dynamic multi-attribute decision making approach to large-scale Web service composition. Appl. Soft Comput. 61, 947–958 (2017)CrossRef
49.
go back to reference Kang, J., Sim, K.M.: Cloudle: a multi-criteria cloud service search engine. In: 2010 IEEE Asia-Pacific services computing conference, pp. 339–346 (2010) Kang, J., Sim, K.M.: Cloudle: a multi-criteria cloud service search engine. In: 2010 IEEE Asia-Pacific services computing conference, pp. 339–346 (2010)
50.
go back to reference Rehman, Z.U., Hussain, F.K., Hussain, O.K.: Towards multi-criteria cloud service selection. In: 2011 fifth international conference on innovative mobile and internet services in ubiquitous computing, pp. 44–48 (2011) Rehman, Z.U., Hussain, F.K., Hussain, O.K.: Towards multi-criteria cloud service selection. In: 2011 fifth international conference on innovative mobile and internet services in ubiquitous computing, pp. 44–48 (2011)
51.
go back to reference Yang, Y., Liu, R., Chen, Y., Li, T., Tang, Y.: Normal cloud model-based algorithm for multi-attribute trusted cloud service selection. IEEE Access 6, 37644–37652 (2018)CrossRef Yang, Y., Liu, R., Chen, Y., Li, T., Tang, Y.: Normal cloud model-based algorithm for multi-attribute trusted cloud service selection. IEEE Access 6, 37644–37652 (2018)CrossRef
52.
go back to reference Kritikos, K., Plexousakis, D.: Multi-cloud application design through cloud service composition. In: 2015 IEEE 8th international conference on cloud computing, pp. 686–693 (2015) Kritikos, K., Plexousakis, D.: Multi-cloud application design through cloud service composition. In: 2015 IEEE 8th international conference on cloud computing, pp. 686–693 (2015)
53.
go back to reference Jaiswal, A., Mishra, R.: Cloud service selection using TOPSIS and Fuzzy TOPSIS with AHP and ANP. In: Proceedings of the 2017 international conference on machine learning and soft computing, pp. 136–142 (2017) Jaiswal, A., Mishra, R.: Cloud service selection using TOPSIS and Fuzzy TOPSIS with AHP and ANP. In: Proceedings of the 2017 international conference on machine learning and soft computing, pp. 136–142 (2017)
54.
go back to reference Huo, Y., Zhuang, Y., Gu, J., Ni, S., Xue, Y.: Discrete gbest-guided artificial bee colony algorithm for cloud service composition. Appl. Intell. 42, 661–678 (2015)CrossRef Huo, Y., Zhuang, Y., Gu, J., Ni, S., Xue, Y.: Discrete gbest-guided artificial bee colony algorithm for cloud service composition. Appl. Intell. 42, 661–678 (2015)CrossRef
55.
go back to reference Dou, W., Zhang, X., Liu, J., Chen, J.: HireSome-II: towards privacy-aware cross-cloud service composition for big data applications. IEEE Trans. Parallel Distrib. Syst. 26, 455–466 (2015)CrossRef Dou, W., Zhang, X., Liu, J., Chen, J.: HireSome-II: towards privacy-aware cross-cloud service composition for big data applications. IEEE Trans. Parallel Distrib. Syst. 26, 455–466 (2015)CrossRef
56.
go back to reference Thirumaran, M., Dhavachelvan, P., Lakshmi, P., Sheela, S.: Parallel analytic hierarchy process for web service discovery and composition. Presented at the Proceedings of the 8th international workshop on information integration on the Web: in conjunction with WWW 2011, Hyderabad, India, 2011 Thirumaran, M., Dhavachelvan, P., Lakshmi, P., Sheela, S.: Parallel analytic hierarchy process for web service discovery and composition. Presented at the Proceedings of the 8th international workshop on information integration on the Web: in conjunction with WWW 2011, Hyderabad, India, 2011
57.
go back to reference Xiahou, J., Lin, F., Huang, Q., Zeng, W.: Multi-datacenter cloud storage service selection strategy based on AHP and backward cloud generator model. Neural Comput. Appl. 29, 71–85 (2018)CrossRef Xiahou, J., Lin, F., Huang, Q., Zeng, W.: Multi-datacenter cloud storage service selection strategy based on AHP and backward cloud generator model. Neural Comput. Appl. 29, 71–85 (2018)CrossRef
58.
go back to reference Cao, Y., Wang, S., Kang, L., Gao, Y.: A TQCS-based service selection and scheduling strategy in cloud manufacturing. Int. J. Adv. Manuf. Technol. 82, 235–251 (2016)CrossRef Cao, Y., Wang, S., Kang, L., Gao, Y.: A TQCS-based service selection and scheduling strategy in cloud manufacturing. Int. J. Adv. Manuf. Technol. 82, 235–251 (2016)CrossRef
59.
go back to reference Serrai, W., Abdelli, A., Mokdad, L., Serrai, A.: Dealing with user constraints in MCDM based web service selection. In: Computers and communications (ISCC), 2017 IEEE symposium on, pp. 158–163 (2017) Serrai, W., Abdelli, A., Mokdad, L., Serrai, A.: Dealing with user constraints in MCDM based web service selection. In: Computers and communications (ISCC), 2017 IEEE symposium on, pp. 158–163 (2017)
60.
go back to reference Garg, S.K., Versteeg, S., Buyya, R.: A framework for ranking of cloud computing services. Future Gener. Comput. Syst. 29, 1012–1023 (2013)CrossRef Garg, S.K., Versteeg, S., Buyya, R.: A framework for ranking of cloud computing services. Future Gener. Comput. Syst. 29, 1012–1023 (2013)CrossRef
61.
go back to reference Ma, S., Lan, C., Ho, C., Ye, J.: QoS-aware selection of Web APIs based on ε-Pareto genetic algorithm. In: 2016 International computer symposium (ICS), pp. 595–600 (2016) Ma, S., Lan, C., Ho, C., Ye, J.: QoS-aware selection of Web APIs based on ε-Pareto genetic algorithm. In: 2016 International computer symposium (ICS), pp. 595–600 (2016)
62.
go back to reference Viriyasitavat, W.: Multi-criteria selection for services selection in service workflow. J. Ind. Inf. Integr. 1, 20–25 (2016) Viriyasitavat, W.: Multi-criteria selection for services selection in service workflow. J. Ind. Inf. Integr. 1, 20–25 (2016)
63.
go back to reference Wang, H., Yang, D., Yu, Q., Tao, Y.: Integrating modified cuckoo algorithm and creditability evaluation for QoS-aware service composition. Knowl. Based Syst. 140, 64–81 (2018)CrossRef Wang, H., Yang, D., Yu, Q., Tao, Y.: Integrating modified cuckoo algorithm and creditability evaluation for QoS-aware service composition. Knowl. Based Syst. 140, 64–81 (2018)CrossRef
64.
go back to reference Abdel-Basset, M., Mohamed, M., Chang, V.: NMCDA: a framework for evaluating cloud computing services. Future Gener. Comput. Syst. 86, 12–29 (2018)CrossRef Abdel-Basset, M., Mohamed, M., Chang, V.: NMCDA: a framework for evaluating cloud computing services. Future Gener. Comput. Syst. 86, 12–29 (2018)CrossRef
65.
go back to reference Sun, M., Zang, T., Xu, X., Wang, R.: Consumer-centered cloud services selection using AHP. In: 2013 International conference on service sciences (ICSS), pp. 1–6 (2013) Sun, M., Zang, T., Xu, X., Wang, R.: Consumer-centered cloud services selection using AHP. In: 2013 International conference on service sciences (ICSS), pp. 1–6 (2013)
66.
go back to reference Karim, R., Ding, C., Miri, A.: An end-to-end QoS mapping approach for cloud service selection. In: 2013 IEEE ninth world congress on services, pp. 341–348 (2013) Karim, R., Ding, C., Miri, A.: An end-to-end QoS mapping approach for cloud service selection. In: 2013 IEEE ninth world congress on services, pp. 341–348 (2013)
67.
go back to reference Zhang, M., Liu, L.: Evolutionary algorithm with AHP decision-making method for cloud workflow service composition. In: 2015 IEEE 7th international conference on cloud computing technology and science (CloudCom), pp. 339–346 (2015) Zhang, M., Liu, L.: Evolutionary algorithm with AHP decision-making method for cloud workflow service composition. In: 2015 IEEE 7th international conference on cloud computing technology and science (CloudCom), pp. 339–346 (2015)
68.
go back to reference Wanchun, D., Chao, L., Xuyun, Z., Chen, J.: A QoS-aware service evaluation method for co-selecting a shared service. In: 2011 IEEE international conference on web services, pp. 145–152 (2011) Wanchun, D., Chao, L., Xuyun, Z., Chen, J.: A QoS-aware service evaluation method for co-selecting a shared service. In: 2011 IEEE international conference on web services, pp. 145–152 (2011)
69.
go back to reference Alam, K.A., Ahmed, R., Butt, F.S., Kim, S.-G., Ko, K.-M.: An uncertainty-aware integrated fuzzy AHP-WASPAS model to evaluate public cloud computing services. Procedia Comput. Sci. 130, 504–509 (2018)CrossRef Alam, K.A., Ahmed, R., Butt, F.S., Kim, S.-G., Ko, K.-M.: An uncertainty-aware integrated fuzzy AHP-WASPAS model to evaluate public cloud computing services. Procedia Comput. Sci. 130, 504–509 (2018)CrossRef
70.
go back to reference Kumar, R.R., Kumar, C.: An evaluation system for cloud service selection using fuzzy AHP. In: Industrial and information systems (ICIIS), 2016 11th international conference on, pp. 821–826 (2016) Kumar, R.R., Kumar, C.: An evaluation system for cloud service selection using fuzzy AHP. In: Industrial and information systems (ICIIS), 2016 11th international conference on, pp. 821–826 (2016)
71.
go back to reference Salah, N.B., Saadi, I.B.: Fuzzy AHP for learning service selection in context-aware ubiquitous learning systems. In: Ubiquitous intelligence & computing, advanced and trusted computing, scalable computing and communications, cloud and big data computing, internet of people, and smart world congress (UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld), 2016 Intl IEEE conferences, pp. 171–179 (2016) Salah, N.B., Saadi, I.B.: Fuzzy AHP for learning service selection in context-aware ubiquitous learning systems. In: Ubiquitous intelligence & computing, advanced and trusted computing, scalable computing and communications, cloud and big data computing, internet of people, and smart world congress (UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld), 2016 Intl IEEE conferences, pp. 171–179 (2016)
72.
go back to reference Zoie, R.C., Alexandru, B., Mihaela, R.D., Mihail, D.: A decision making framework for weighting and ranking criteria for Cloud provider selection. In: 2016 20th international conference on system theory, control and computing (ICSTCC), pp. 590–595 (2016) Zoie, R.C., Alexandru, B., Mihaela, R.D., Mihail, D.: A decision making framework for weighting and ranking criteria for Cloud provider selection. In: 2016 20th international conference on system theory, control and computing (ICSTCC), pp. 590–595 (2016)
73.
go back to reference Zhang, L.-C., Hua, Z., Fang-Chun, Y.: Web service composition algorithm based on TOPSIS. J. China Univ. Posts Telecommun. 18, 89–97 (2011)CrossRef Zhang, L.-C., Hua, Z., Fang-Chun, Y.: Web service composition algorithm based on TOPSIS. J. China Univ. Posts Telecommun. 18, 89–97 (2011)CrossRef
74.
go back to reference Zhang, L.-C., Li, C.-J., Yu, Z.-L.: Dynamic Web service selection group decision-making based on heterogeneous QoS models. J. China Univ. Posts Telecommun. 19, 80–90 (2012)CrossRef Zhang, L.-C., Li, C.-J., Yu, Z.-L.: Dynamic Web service selection group decision-making based on heterogeneous QoS models. J. China Univ. Posts Telecommun. 19, 80–90 (2012)CrossRef
75.
go back to reference Regunathan, R., Murugaiyan, A., Lavanya, K.: A QoS-aware hybrid TOPSIS–plurality method for multi-criteria decision model in mobile cloud service selection, Singapore, pp. 499–507 (2019) Regunathan, R., Murugaiyan, A., Lavanya, K.: A QoS-aware hybrid TOPSIS–plurality method for multi-criteria decision model in mobile cloud service selection, Singapore, pp. 499–507 (2019)
76.
go back to reference Belouaar, H., Kazar, O., Rezeg, K.: Web service selection based on TOPSIS algorithm. In: Mathematics and information technology (ICMIT), 2017 international conference on, pp. 177–182 (2017) Belouaar, H., Kazar, O., Rezeg, K.: Web service selection based on TOPSIS algorithm. In: Mathematics and information technology (ICMIT), 2017 international conference on, pp. 177–182 (2017)
77.
go back to reference Zou, H., Zhang, L., Yang, F., Zhao, Y.: A Web service composition algorithmic method based on TOPSIS supporting multiple decision-makers. In: Services (SERVICES-1), 2010 6th world congress on, pp. 158–159 (2010) Zou, H., Zhang, L., Yang, F., Zhao, Y.: A Web service composition algorithmic method based on TOPSIS supporting multiple decision-makers. In: Services (SERVICES-1), 2010 6th world congress on, pp. 158–159 (2010)
78.
go back to reference Rădulescu, C.Z., Rădulescu, I.C.: An extended TOPSIS approach for ranking cloud service providers. Stud. Inform. Control 26, 183–192 (2017)CrossRef Rădulescu, C.Z., Rădulescu, I.C.: An extended TOPSIS approach for ranking cloud service providers. Stud. Inform. Control 26, 183–192 (2017)CrossRef
79.
go back to reference Rehman, Z.u., Hussain, O.K., Hussain, F.K.: Multi-criteria IaaS service selection based on QoS history. In: 2013 IEEE 27th international conference on advanced information networking and applications (AINA), pp. 1129–1135 (2013) Rehman, Z.u., Hussain, O.K., Hussain, F.K.: Multi-criteria IaaS service selection based on QoS history. In: 2013 IEEE 27th international conference on advanced information networking and applications (AINA), pp. 1129–1135 (2013)
80.
go back to reference Lu, L., Yuan, Y.: A novel TOPSIS evaluation scheme for cloud service trustworthiness combining objective and subjective aspects. J. Syst. Softw. 143, 71–86 (2018)CrossRef Lu, L., Yuan, Y.: A novel TOPSIS evaluation scheme for cloud service trustworthiness combining objective and subjective aspects. J. Syst. Softw. 143, 71–86 (2018)CrossRef
81.
go back to reference Lo, C.-C., Chen, D.-Y., Tsai, C.-F., Chao, K.-M.: Service selection based on fuzzy TOPSIS method. In: Advanced information networking and applications workshops (WAINA), 2010 IEEE 24th international conference on, pp. 367–372 (2010) Lo, C.-C., Chen, D.-Y., Tsai, C.-F., Chao, K.-M.: Service selection based on fuzzy TOPSIS method. In: Advanced information networking and applications workshops (WAINA), 2010 IEEE 24th international conference on, pp. 367–372 (2010)
82.
go back to reference Maheswari, S., Karpagam, G.: Enhancing Fuzzy Topsis for web service selection. Int. J. Comput. Appl. Technol. 51, 344–351 (2015)CrossRef Maheswari, S., Karpagam, G.: Enhancing Fuzzy Topsis for web service selection. Int. J. Comput. Appl. Technol. 51, 344–351 (2015)CrossRef
83.
go back to reference Xiao, J.-Q., Gao, J.-J., Zhou, Z.-Y.: Cloud service selection for dynamic QoS and fuzzy entropy weight TOPSIS. DEStech Trans. Comput. Sci. Eng. (2016) Xiao, J.-Q., Gao, J.-J., Zhou, Z.-Y.: Cloud service selection for dynamic QoS and fuzzy entropy weight TOPSIS. DEStech Trans. Comput. Sci. Eng. (2016)
84.
go back to reference Chakhar, S., Youcef, S., Mousseau, V., Mokdad, L., Haddad, S.: Multicriteria evaluation-based conceptual framework for composite Web service selection. University Paris Dauphine, France, Research Report, Lamsade (2011) Chakhar, S., Youcef, S., Mousseau, V., Mokdad, L., Haddad, S.: Multicriteria evaluation-based conceptual framework for composite Web service selection. University Paris Dauphine, France, Research Report, Lamsade (2011)
85.
go back to reference Karim, R., Ding, C., Chi, C.: An enhanced PROMETHEE model for QoS-based web service selection. In: 2011 IEEE international conference on services computing, pp. 536–543 (2011) Karim, R., Ding, C., Chi, C.: An enhanced PROMETHEE model for QoS-based web service selection. In: 2011 IEEE international conference on services computing, pp. 536–543 (2011)
86.
go back to reference Silas, S., Rajsingh, E., Ezra, K.: An efficient service selection framework for pervasive environments. Int. J. Wirel. Mob. Comput. 6, 80–90 (2013)CrossRef Silas, S., Rajsingh, E., Ezra, K.: An efficient service selection framework for pervasive environments. Int. J. Wirel. Mob. Comput. 6, 80–90 (2013)CrossRef
87.
go back to reference Zhuo, Z., Ying, J., Xin, Z.: SLA_oriented service selection in cloud environment: a PROMETHEE_based approach. In: 2015 4th international conference on computer science and network technology (ICCSNT), pp. 872–875 (2015) Zhuo, Z., Ying, J., Xin, Z.: SLA_oriented service selection in cloud environment: a PROMETHEE_based approach. In: 2015 4th international conference on computer science and network technology (ICCSNT), pp. 872–875 (2015)
88.
go back to reference Akshya Kaveri, B., Gireesha, O., Somu, N., Gauthama Raman, M.R., Shankar Sriram, V.S.: E-FPROMETHEE: an entropy based fuzzy multi criteria decision making service ranking approach for cloud service selection, Singapore, pp. 224–238 (2018) Akshya Kaveri, B., Gireesha, O., Somu, N., Gauthama Raman, M.R., Shankar Sriram, V.S.: E-FPROMETHEE: an entropy based fuzzy multi criteria decision making service ranking approach for cloud service selection, Singapore, pp. 224–238 (2018)
89.
go back to reference Gohar, P., Purohit, L.: Discovery and prioritization of web services based on fuzzy user preferences for QoS. In: 2015 International conference on computer, communication and control (IC4), pp. 1–6 (2015) Gohar, P., Purohit, L.: Discovery and prioritization of web services based on fuzzy user preferences for QoS. In: 2015 International conference on computer, communication and control (IC4), pp. 1–6 (2015)
90.
go back to reference Zhong, W., Gui-hua, N., Web service composition market decision model based on grey situation decision-making. In: 2012 international conference on information management, innovation management and industrial engineering, pp. 150–153 (2012) Zhong, W., Gui-hua, N., Web service composition market decision model based on grey situation decision-making. In: 2012 international conference on information management, innovation management and industrial engineering, pp. 150–153 (2012)
91.
go back to reference Serrai, W., Abdelli, A., Mokdad, L., Hammal, Y.: Towards an efficient and a more accurate web service selection using MCDM methods. J. Comput. Sci. 22, 253–267 (2017)CrossRef Serrai, W., Abdelli, A., Mokdad, L., Hammal, Y.: Towards an efficient and a more accurate web service selection using MCDM methods. J. Comput. Sci. 22, 253–267 (2017)CrossRef
92.
go back to reference Nawaz, F., Asadabadi, M.R., Janjua, N.K., Hussain, O.K., Chang, E., Saberi, M.: An MCDM method for cloud service selection using a Markov chain and the best-worst method. Knowl. Based Syst. 159, 120–131 (2018)CrossRef Nawaz, F., Asadabadi, M.R., Janjua, N.K., Hussain, O.K., Chang, E., Saberi, M.: An MCDM method for cloud service selection using a Markov chain and the best-worst method. Knowl. Based Syst. 159, 120–131 (2018)CrossRef
93.
go back to reference Yan, Y., Chen, M.: Anytime QoS-aware service composition over the GraphPlan. Serv. Oriented Comput. Appl. 9, 1–19 (2015)CrossRef Yan, Y., Chen, M.: Anytime QoS-aware service composition over the GraphPlan. Serv. Oriented Comput. Appl. 9, 1–19 (2015)CrossRef
94.
go back to reference Huo, Y., Qiu, P., Zhai, J., Fan, D., Peng, H.: Multi-objective service composition model based on cost-effective optimization. Appl. Intell. 48, 651–669 (2018)CrossRef Huo, Y., Qiu, P., Zhai, J., Fan, D., Peng, H.: Multi-objective service composition model based on cost-effective optimization. Appl. Intell. 48, 651–669 (2018)CrossRef
95.
go back to reference Jatoth, C., Gangadharan, G.R., Fiore, U., Buyya, R.: QoS-aware Big service composition using MapReduce based evolutionary algorithm with guided mutation. Future Gener. Comput. Syst. 86, 1008–1018 (2018)CrossRef Jatoth, C., Gangadharan, G.R., Fiore, U., Buyya, R.: QoS-aware Big service composition using MapReduce based evolutionary algorithm with guided mutation. Future Gener. Comput. Syst. 86, 1008–1018 (2018)CrossRef
96.
go back to reference Du, W., Fan, H.: An automatic service composition algorithm for constructing the global optimal service tree based on QoS. In: 2010 IEEE international geoscience and remote sensing symposium, pp. 3976–3979 (2010) Du, W., Fan, H.: An automatic service composition algorithm for constructing the global optimal service tree based on QoS. In: 2010 IEEE international geoscience and remote sensing symposium, pp. 3976–3979 (2010)
97.
go back to reference Wu, T., Dou, W., Hu, C., Chen, J.: Service mining for trusted service composition in cross-cloud environment. IEEE Syst. J. 11, 283–294 (2017)CrossRef Wu, T., Dou, W., Hu, C., Chen, J.: Service mining for trusted service composition in cross-cloud environment. IEEE Syst. J. 11, 283–294 (2017)CrossRef
98.
go back to reference Ma, H., Hu, Z., Li, K., Zhang, H.: Toward trustworthy cloud service selection: a time-aware approach using interval neutrosophic set. J. Parallel Distrib. Comput. 96, 75–94 (2016)CrossRef Ma, H., Hu, Z., Li, K., Zhang, H.: Toward trustworthy cloud service selection: a time-aware approach using interval neutrosophic set. J. Parallel Distrib. Comput. 96, 75–94 (2016)CrossRef
99.
go back to reference Ouadah, A., Hadjali, A., Nader, F., Benouaret, K.: SEFAP: an efficient approach for ranking skyline web services. J. Ambient Intell. Humaniz. Comput. 10, 709–725 (2018)CrossRef Ouadah, A., Hadjali, A., Nader, F., Benouaret, K.: SEFAP: an efficient approach for ranking skyline web services. J. Ambient Intell. Humaniz. Comput. 10, 709–725 (2018)CrossRef
100.
go back to reference Rhimi, F., Yahia, S.B., Ahmed, S.B.: Refining the Skyline with fuzzy similarity measures and Topsis method for the optimization of web services composition. In: 2016 IEEE international conference on fuzzy systems (FUZZ-IEEE), pp. 2091–2097 (2016) Rhimi, F., Yahia, S.B., Ahmed, S.B.: Refining the Skyline with fuzzy similarity measures and Topsis method for the optimization of web services composition. In: 2016 IEEE international conference on fuzzy systems (FUZZ-IEEE), pp. 2091–2097 (2016)
101.
go back to reference Khezrian, M., Jahan, A., Kadir, W.M.N.W., Ibrahim, S.: An approach for web service selection based on confidence level of decision maker. PLoS ONE 9, e97831 (2014)CrossRef Khezrian, M., Jahan, A., Kadir, W.M.N.W., Ibrahim, S.: An approach for web service selection based on confidence level of decision maker. PLoS ONE 9, e97831 (2014)CrossRef
102.
go back to reference Al-Faifi, A., Song, B., Hassan, M.M., Alamri, A., Gumaei, A.: A hybrid multi criteria decision method for cloud service selection from Smart data. Future Gener. Comput. Syst. 93, 43–57 (2019)CrossRef Al-Faifi, A., Song, B., Hassan, M.M., Alamri, A., Gumaei, A.: A hybrid multi criteria decision method for cloud service selection from Smart data. Future Gener. Comput. Syst. 93, 43–57 (2019)CrossRef
103.
go back to reference Büyüközkan, G., Göçer, F., Feyzioğlu, O.: Cloud computing technology selection based on interval-valued intuitionistic fuzzy MCDM methods. Soft Comput. 22, 5091–5114 (2018)CrossRef Büyüközkan, G., Göçer, F., Feyzioğlu, O.: Cloud computing technology selection based on interval-valued intuitionistic fuzzy MCDM methods. Soft Comput. 22, 5091–5114 (2018)CrossRef
104.
go back to reference Ouadah, A., Hadjali, A., Nader, F.: A hybrid MCDM framework for efficient web services selection based on QoS. In: 2018 International conference on applied smart systems (ICASS), pp. 1–6 (2018) Ouadah, A., Hadjali, A., Nader, F.: A hybrid MCDM framework for efficient web services selection based on QoS. In: 2018 International conference on applied smart systems (ICASS), pp. 1–6 (2018)
105.
go back to reference Wu, H., Wang, Q., Wolter, K.: Optimal cloud-path selection in mobile cloud offloading systems based on QoS criteria. Int. J. Grid High Perform. Comput. 5, 30–47 (2013)CrossRef Wu, H., Wang, Q., Wolter, K.: Optimal cloud-path selection in mobile cloud offloading systems based on QoS criteria. Int. J. Grid High Perform. Comput. 5, 30–47 (2013)CrossRef
106.
go back to reference Sidhu, J., Singh, S.: Design and comparative analysis of MCDM-based multi-dimensional trust evaluation schemes for determining trustworthiness of cloud service providers. J. Grid Comput. 15, 197–218 (2017)CrossRef Sidhu, J., Singh, S.: Design and comparative analysis of MCDM-based multi-dimensional trust evaluation schemes for determining trustworthiness of cloud service providers. J. Grid Comput. 15, 197–218 (2017)CrossRef
107.
go back to reference Sun, L., Dong, H., Hussain, F.K., Hussain, O.K., Ma, J., Zhang, Y.: A hybrid fuzzy framework for cloud service selection. In: Web services (ICWS), 2014 IEEE international conference on, pp. 313–320 (2014) Sun, L., Dong, H., Hussain, F.K., Hussain, O.K., Ma, J., Zhang, Y.: A hybrid fuzzy framework for cloud service selection. In: Web services (ICWS), 2014 IEEE international conference on, pp. 313–320 (2014)
108.
go back to reference Dragović, I., Turajlić, N., Radojević, D., Petrović, B.: Combining Boolean consistent fuzzy logic and AHP illustrated on the web service selection problem. Int. J. Comput. Intell. Syst. 7, 84–93 (2014)CrossRef Dragović, I., Turajlić, N., Radojević, D., Petrović, B.: Combining Boolean consistent fuzzy logic and AHP illustrated on the web service selection problem. Int. J. Comput. Intell. Syst. 7, 84–93 (2014)CrossRef
109.
go back to reference Lee, S., Seo, K.-K.: A hybrid multi-criteria decision-making model for a cloud service selection problem using BSC, fuzzy Delphi method and fuzzy AHP. Wirel. Pers. Commun. 86, 57–75 (2016)CrossRef Lee, S., Seo, K.-K.: A hybrid multi-criteria decision-making model for a cloud service selection problem using BSC, fuzzy Delphi method and fuzzy AHP. Wirel. Pers. Commun. 86, 57–75 (2016)CrossRef
110.
go back to reference Singh, N., Tyagi, K.: Ranking of services for reliability estimation of SOA system using fuzzy multicriteria analysis with similarity-based approach. Int. J. Syst. Assurance Eng. Manage. 8, 317–326 (2017)CrossRef Singh, N., Tyagi, K.: Ranking of services for reliability estimation of SOA system using fuzzy multicriteria analysis with similarity-based approach. Int. J. Syst. Assurance Eng. Manage. 8, 317–326 (2017)CrossRef
111.
go back to reference Jatoth, C., Gangadharan, G.R., Fiore, U., Buyya, R.: SELCLOUD: a hybrid multi-criteria decision-making model for selection of cloud services. Soft Comput. 23, 4701–4715 (2018)CrossRef Jatoth, C., Gangadharan, G.R., Fiore, U., Buyya, R.: SELCLOUD: a hybrid multi-criteria decision-making model for selection of cloud services. Soft Comput. 23, 4701–4715 (2018)CrossRef
112.
go back to reference Rehman, Z.u., Hussain, O.K., Hussain, F.K.: Iaas cloud selection using MCDM methods. In: 2012 IEEE ninth international conference on e-business engineering, pp. 246–251 (2012) Rehman, Z.u., Hussain, O.K., Hussain, F.K.: Iaas cloud selection using MCDM methods. In: 2012 IEEE ninth international conference on e-business engineering, pp. 246–251 (2012)
113.
go back to reference Kumar, R.R., Mishra, S., Kumar, C.: A novel framework for cloud service evaluation and selection using hybrid MCDM methods. Arab. J. Sci. Eng. 43, 7015–7030 (2017)CrossRef Kumar, R.R., Mishra, S., Kumar, C.: A novel framework for cloud service evaluation and selection using hybrid MCDM methods. Arab. J. Sci. Eng. 43, 7015–7030 (2017)CrossRef
114.
go back to reference Serrai, W., Abdelli, A., Mokdad, L., Serrai, A.: How to deal with QoS value constraints in MCDM based Web service selection. Concurr. Comput. Pract. Exp 31, e4512 (2018) Serrai, W., Abdelli, A., Mokdad, L., Serrai, A.: How to deal with QoS value constraints in MCDM based Web service selection. Concurr. Comput. Pract. Exp 31, e4512 (2018)
115.
go back to reference Ouadah, A., Benouaret, K., Hadjali, A., Nader, F.: Combining skyline and multi-criteria decision methods to enhance Web services selection. In: 2015 12th international symposium on programming and systems (ISPS), pp. 1–8 (2015) Ouadah, A., Benouaret, K., Hadjali, A., Nader, F.: Combining skyline and multi-criteria decision methods to enhance Web services selection. In: 2015 12th international symposium on programming and systems (ISPS), pp. 1–8 (2015)
116.
go back to reference Kumar, R.R., Kumar, C.: A Multicriteria decision-making method for cloud service selection and ranking, Singapore, pp. 139–147 (2018) Kumar, R.R., Kumar, C.: A Multicriteria decision-making method for cloud service selection and ranking, Singapore, pp. 139–147 (2018)
117.
go back to reference Sun, L., Ma, J., Zhang, Y., Dong, H., Hussain, F.K.: Cloud-FuSeR: fuzzy ontology and MCDM based cloud service selection. Future Gener. Comput. Syst. 57, 42–55 (2016)CrossRef Sun, L., Ma, J., Zhang, Y., Dong, H., Hussain, F.K.: Cloud-FuSeR: fuzzy ontology and MCDM based cloud service selection. Future Gener. Comput. Syst. 57, 42–55 (2016)CrossRef
118.
go back to reference Rehman, Z.U., Hussain, O.K., Hussain, F.K.: Parallel cloud service selection and ranking based on QoS history. Int. J. Parallel Program. 42, 820–852 (2014)CrossRef Rehman, Z.U., Hussain, O.K., Hussain, F.K.: Parallel cloud service selection and ranking based on QoS history. Int. J. Parallel Program. 42, 820–852 (2014)CrossRef
119.
go back to reference Kumar, R.R., Mishra, S., Kumar, C.: Prioritizing the solution of cloud service selection using integrated MCDM methods under Fuzzy environment. J. Supercomput. 73, 4652–4682 (2017)CrossRef Kumar, R.R., Mishra, S., Kumar, C.: Prioritizing the solution of cloud service selection using integrated MCDM methods under Fuzzy environment. J. Supercomput. 73, 4652–4682 (2017)CrossRef
Metadata
Title
Service Selection Using Multi-criteria Decision Making: A Comprehensive Overview
Authors
Mehdi Hosseinzadeh
Hawkar Kamaran Hama
Marwan Yassin Ghafour
Mohammad Masdari
Omed Hassan Ahmed
Hemn Khezri
Publication date
09-07-2020
Publisher
Springer US
Published in
Journal of Network and Systems Management / Issue 4/2020
Print ISSN: 1064-7570
Electronic ISSN: 1573-7705
DOI
https://doi.org/10.1007/s10922-020-09553-w

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