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Trust Establishment and Estimation in Cloud Services: A Systematic Literature Review

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Abstract

Cloud computing has increasingly attracted a large number of entrepreneurs to deploy innovative web services to expand the horizon of their businesses. The selection of trustworthy services, by considering the adequate QoS parameters, is imperative for the cloud service consumers to fulfill their requirements. Over the years, many studies have been carried out to establish trust between service providers and cloud service consumers. The findings of these studies need to be analyzed in order to explore the essential features and limitations with respect to the essential QoS requirements. Therefore, a systematic literature review has been performed in this study with an aim to identify and classify the existing research on trust establishment and estimation in cloud services. A critical review of the existing literature has been presented along with the identification of potential future research avenues. This study has also highlighted the need of improving the service selection process by employing user preferences based on their particular application domains in the context of utility.

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References

  1. Mehdi, M., Bouguila, N., Bentahar, J.: Trust and reputation of web services through QoS correlation lens. IEEE Trans. Serv. Comput. 9(6), 968–981 (2016)

    Article  Google Scholar 

  2. Qu, L., Wang, Y., Orgun, M.A., Liu, L., Liu, H., Bouguettaya, A.: CCCloud: context-aware and credible cloud service selection based on subjective assessment and objective assessment. IEEE Trans. Serv. Comput. 8(3), 369–383 (2015)

    Article  Google Scholar 

  3. Ghosh, N., Ghosh, S.K., Das, S.K.: SelCSP: a framework to facilitate selection of cloud service providers. IEEE Trans. Cloud Comput. 3(1), 66–79 (2015)

    Article  Google Scholar 

  4. Jula, A., Sundararajan, E., Othman, Z.: Cloud computing service composition: a systematic literature review. Expert Syst. Appl. 41(8), 3809–3824 (2014)

    Article  Google Scholar 

  5. Singh, S., Sidhu, J.: Compliance-based Multi-dimensional Trust Evaluation System for determining trustworthiness of Cloud Service Providers. Future Gener. Comput. Syst. 67, 109–132 (2017)

    Article  Google Scholar 

  6. Sidhu, J., Singh, S.: Improved TOPSIS method based trust evaluation framework for determining trustworthiness of cloud service providers. J. Grid Comput. 15(1), 81–105 (2017)

    Article  Google Scholar 

  7. Lu, L., Yuan, Y.: A novel TOPSIS evaluation scheme for cloud service trustworthiness combining objective and subjective aspects. J Syst Softwe 143, 71–86 (2018)

    Article  Google Scholar 

  8. Sun, M., Zang, T., Xu, X., Wang, R.: Consumer-centered cloud services selection using AHP. In: International Conference on Service Sciences (ICSS) pp. 1-6 (2013)

  9. Garg, S. K., Versteeg, S., Buyya, R.: SMICloud: A framework for comparing and ranking cloud services. In: Proceedings—2011 4th IEEE International Conference on Utility and Cloud Computing, pp. 210–218 (2011)

  10. Sun, D., Chang, G., Sun, L., Wang, X.: Surveying and analyzing security, privacy and trust issues in cloud computing environments. Procedia Eng. 15, 2852–2856 (2011)

    Article  Google Scholar 

  11. Dorey, P.G., Leite, A.: Commentary: cloud computing - A security problem or solution? Information Security Technical Report. 16(3–4), 89–96 (2011)

    Article  Google Scholar 

  12. Anakath, A. S., Rajakumar, S., Ambika, S.: Privacy preserving multi factor authentication using trust management. Cluster Comput., pp. 1–7 (2017)

  13. Rezaei, R., Chiew, T.K., Lee, S.P., Aliee, Z.S.: A semantic interoperability framework for software as a service system in cloud computing environments. Expert Syst. Appl. 41(13), 5751–5770 (2014)

    Article  Google Scholar 

  14. Ko, R. K., Jagadpramana, P., Mowbray, M., Pearson, S., Kirchberg, M., Liang, Q., Lee, B. S.: TrustCloud: a framework for accountability and trust in cloud computing. 2011 IEEE World Congress on Services, pp. 584–588 (2011)

  15. Mehdi, M., Bouguila, N., Bentahar, J.: Trustworthy web service selection using probabilistic models. In: Proceedings—2012 IEEE 19th International Conference on Web Services, ICWS 2012, pp. 17–24 (2012)

  16. Shaikh, R., Sasikumar, M.: Trust model for measuring security strength of cloud computing. Procedia Procedia Comput. Sci. 45, 380–389 (2015)

    Article  Google Scholar 

  17. Chakraborty, S., Roy, K.: An SLA-based framework for estimating trustworthiness of a cloud. In: IEEE 11th International Conference on Trust, Security and Privacy in Computing and Communications, pp. 937–942 (2012)

  18. Zheng, Z., Wu, X., Zhang, Y., Lyu, M.R., Wang, J.: QoS ranking prediction for cloud services. IEEE Trans. Parallel Distrib. Syst. 24(6), 1213–1222 (2013)

    Article  Google Scholar 

  19. Zheng, Z., Ma, H., Lyu, M.R., King, I.: QoS-aware web service recommendation by collaborative filtering. IEEE Trans. Serv. Comput. 4(2), 140–152 (2011)

    Article  Google Scholar 

  20. Noor, T. H., Sheng, Q. Z., Ngu, A. H. H., Alfazi, A., Law, J.: Cloud Armor: a platform for credibility-based trust management of cloud services. In: Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, pp. 2509–2512 (2013)

  21. Machhi, S., Jethava, G. B.: Feedback based trust management for cloud environment. In: Proceedings of the Second International Conference on Information and Communication Technology for Competitive Strategies, pp. 114 (2016)

  22. Habib, S.M., Ries, S., Mühlhäuser, M., Varikkattu, P.: Towards a Trust Management System for Cloud Computing Marketplaces: using CAIQ as a Trust Information Source. Security and Communication Networks. 7(11), 2185–2200 (2014)

    Article  Google Scholar 

  23. Bedi, P., Kaur, H., Gupta, B.: Trustworthy service provider selection in cloud computing environment. In: Proceedings—International Conference on Communication Systems and Network Technologies, pp. 714–719 (2012)

  24. Divakarla, U., Chandrasekaran, K.: Trusted path between two entities in cloud. In: 6th International Conference on Cloud System and Big Data Engineering (Confluence). pp. 157–162 (2016)

  25. Liu, M., Wang, M., Shen, W., Luo, N., Yan, J.: A quality of service (QoS)-aware execution plan selection approach for a service composition process. Future Gener. Comput. Syst. 28(7), 1080–1089 (2012)

    Article  Google Scholar 

  26. Buyya, R., Shin, C., Venugopal, S., Broberg, J., Brandic, I.: Cloud computing and emerging IT platforms: vision, hype, and reality for delivering computing as the 5th utility. Future Gener. Comput. Syst. 25(6), 599–616 (2009)

    Article  Google Scholar 

  27. Chiregi, M., Navimipour, N.J.: Trusted services identification in the cloud environment using the topological metrics. Karbala Int. J. Mod. Sci. 2(3), 203–210 (2016)

    Article  Google Scholar 

  28. Vaquero, L.M., Rodero-Merino, L., Caceres, J., Lindner, M.: A break in the clouds: towards a cloud definition. ACM SIGCOMM Comput. Commun. Rev. 39(1), 50–55 (2009)

    Article  Google Scholar 

  29. Mell, P., Grance, T.: The NIST definition of cloud computing. NIST Spec. Publ. 145, 7 (2011)

    Google Scholar 

  30. Muchahari, M. K., Sinha, S. K.: A survey on web services and trust in cloud computing environment. National Workshop on Network Security, Tezpur University, vol. 2, pp. 91–102 (2013)

  31. Papazoglou, M.: Web services: Principles and Technology. Prentice-Hall, New Jersey (2007)

    Google Scholar 

  32. Heilig, L., Voß, S.: Decision analytics for cloud computing: a classification and literature review. In: Tutorials in Operations Research—Bridging Data and Decisions, pp. 1–26 (2014)

  33. Haug, K.C., Kretschmer, T., Strobel, T.: Cloud adaptiveness within industry sectors—measurement and observations. Telecommun. Policy 40(4), 291–306 (2016)

    Article  Google Scholar 

  34. Lin, A., Chen, N.C.: Cloud computing as an innovation: perception, attitude, and adoption. Int. J. Inf. Manag. 32(6), 533–540 (2012)

    Article  Google Scholar 

  35. Marston, S., Li, Z., Bandyopadhyay, S., Zhang, J., Ghalsasi, A.: Cloud computing—the business perspective. Decis. Support Syst. 51(1), 176–189 (2011)

    Article  Google Scholar 

  36. Sikeridis, D., Papapanagiotou, I., Rimal, B. P., Devetsikiotis, M.: A Comparative taxonomy and survey of public cloud infrastructure vendors. arXiv preprint arXiv:1710.01476 (2017)

  37. Ram, S.M., Vijayaraj, V.: Analysis of the characteristics and trusted security of cloud computing. Int. J. Cloud Comput. 1, 61–69 (2011)

    Google Scholar 

  38. El-Gazzar, R. F.: A literature review on cloud computing adoption issues in enterprises. In: Springer International Working Conference on Transfer and Diffusion of IT. pp. 214–242 (2014)

  39. Phaphoom, N., Wang, X., Samuel, S., Helmer, S., Abrahamsson, P.: A survey study on major technical barriers affecting the decision to adopt cloud services. J. Syst. Softw. 103, 167–181 (2015)

    Article  Google Scholar 

  40. Smith, A., Bhogal, J., Sharma, M.: Cloud computing: adoption considerations for business and education. In: IEEE International Conference on Future Internet of Things and Cloud (FiCloud), pp. 302–307 (2014)

  41. Zhang, S., Zhang, S., Chen, X., Huo, X.: Cloud computing research and development trend. In: IEEE Second International Conference on Future Networks. ICFN’10, pp. 93–97 (2010)

  42. Hsu, P.F., Ray, S., Li-Hsieh, Y.Y.: Examining cloud computing adoption intention, pricing mechanism, and deployment model. Int. J. Inf. Manag. 34(4), 474–488 (2014)

    Article  Google Scholar 

  43. Tarhini, A.: Masa’deh RE, Al-Badi A, Almajali M, Alrabayaah SH (2017) Factors influencing employees’ intention to use cloud computing. Journal of Management and Strategy 8(2), 47 (2017)

    Article  Google Scholar 

  44. Safari, F., Safari, N., Hasanzadeh, A.: The adoption of software-as-a-service (SaaS): ranking the determinants. J. Enterp. Inf. Manag. 28(3), 400–422 (2015)

    Article  Google Scholar 

  45. Gupta, P., Seetharaman, A., Raj, J.R.: The usage and adoption of cloud computing by small and medium businesses. Int. J. Inf. Manag. 33(5), 861–874 (2013)

    Article  Google Scholar 

  46. Garg, R., Stiller, B.: Factors affecting cloud adoption and their interrelations. In: Closer, pp. 87–94 (2015)

  47. El-Gazzar, R., Hustad, E., Olsen, D.H.: Understanding cloud computing adoption issues: a Delphi study approach. J. Syst. Softw. 118, 64–84 (2016)

    Article  Google Scholar 

  48. Firdhous, M., Ghazali, O., Hassan, S.: Applying bees algorithm for trust management in cloud computing. In: Bio-Inspired Models of Networks, Information, and Computing Systems: 6th International ICST Conference, pp. 224–229 (2011)

  49. Habib, S. M., Ries, S., Muhlhauser, M.: Towards a trust management system for cloud computing. In: 2011 IEEE 10th International Conference on Trust, Security and Privacy in Computing and Communications, pp. 933–939 (2011)

  50. Filali, F.Z., Yagoubi, B.: Classifying and filtering users by similarity measures for trust management in cloud environment. Scalable Comput. 16(3), 289–302 (2015)

    Google Scholar 

  51. Kumar, S., Mittal, S., Singh, M.: Fuzzy based trust management system for cloud environment. Adv. Sci. Technol. Res. J. 10(30), 32–37 (2016)

    Article  Google Scholar 

  52. Harbajanka, S., Saxena, P.: security issues and trust management in cloud computing. In: Proceedings of the ACM Symposium on Women in Research, pp. 1–3 (2016)

  53. Wu, X., Zhang, R., Zeng, B., Zhou, S.: A trust evaluation model for cloud computing. Procedia Comput. Sci. 17, 1170–1177 (2013)

    Article  Google Scholar 

  54. Serrano, D., Bouchenak, S., Kouki, Y., de Oliveira Jr, F.A., Ledoux, T., Lejeune, J., Sens, P.: SLA guarantees for cloud services. Future Gener. Comput. Syst. 54, 233–246 (2016)

    Article  Google Scholar 

  55. Sahal, R., Khafagy, M.H., Omara, F.A.: A survey on SLA management for cloud computing and cloud-hosted big data analytic applications. Int. J. Database Theory Appl. 9(4), 107–118 (2016)

    Article  Google Scholar 

  56. Bianco, P., Lewis, G. A., Merson, P.: Service level agreements in service-oriented architecture environments. Carnegie-Mellon Univ Pittsburgh Pa Software Engineering Inst. No. CMU/SEI-2008-TN-021 (2008)

  57. Aljoumah, E., Al-Mousawi, F., Ahmad, I., Al-Shammri, M., Al-Jady, Z.: SLA in cloud computing architectures: a comprehensive study. Int. J. Grid Distrib. Comput. 8(5), 7–32 (2015)

    Article  Google Scholar 

  58. Darwish, N.R., Mohamed, R.E., Elsayed, D.H.: A proposed approach for monitoring quality of web services using service level agreement. Int. J. Comput. Sci. Inf. Secur. 13(1), 29 (2015)

    Google Scholar 

  59. Frey, S., Reich, C., Lüthje, C.: Key performance indicators for cloud computing SLAs. In: The Fifth International Conference on Emerging Network Intelligence, EMERGING, pp. 60–64 (2013)

  60. Rezaei, R., Chiew, T.K., Lee, S.P., Aliee, Z.S.: Interoperability evaluation models: a systematic review. Comput. Ind. 65(1), 1–23 (2014)

    Article  Google Scholar 

  61. Kaur, P., Singh, H.: An analytical review of quality attributes of service-oriented architecture. Trends Inf. Manag. 10(1), 40–50 (2015)

    Google Scholar 

  62. Burkon, L.: Quality of service attributes for software as a service. J Syst. Integr. 4(3), 38 (2013)

    Google Scholar 

  63. Anisetti, M., Ardagna, C. A., Damiani, E., Gaudenzi, F., Veca, R.: Toward security and performance certification of open stack. In: IEEE 8th International Conference on Cloud Computing (CLOUD), pp. 564–571 (2015)

  64. Cimato, S., Damiani, E., Zavatarelli, F., Menicocci, R.: Towards the certification of cloud services. In: IEEE Ninth World Congress on Services (SERVICES), pp. 92–97 (2013)

  65. Rocha, F., Abreu, S., Correia, M.: The final frontier: confidentiality and privacy in the cloud. Computer 44(9), 44–50 (2011)

    Article  Google Scholar 

  66. Krotsiani, M., Spanoudakis, G., Mahbub, K.: Incremental certification of cloud services. In: SECURWARE7th International Conference on Emerging Security Information, Systems and Technologies, pp. 72–80 (2013)

  67. Anisetti, M., Ardagna, C. A., Damiani, E.: A certification-based trust model for autonomic cloud computing systems. In: IEEE International Conference on Cloud and Autonomic Computing (ICCAC), pp. 212–219 (2014)

  68. Lins, S., Grochol, P., Schneider, S., Sunyaev, A.: Dynamic certification of cloud services: trust, but verify! IEEE Secur. Priv. 14(2), 66–71 (2016)

    Article  Google Scholar 

  69. Katopodis, S., Spanoudakis, G., Mahbub, K.: Towards hybrid cloud service certification models. In: IEEE International Conference on Services Computing (SCC), pp. 394–99 (2014)

  70. Schneider, S., Lansing, J., Gao, F., Sunyaev, A.: A taxonomic perspective on certification schemes: development of a taxonomy for cloud service certification criteria. In: IEEE International Conference on System Sciences (HICSS), pp. 4998–5007 (2014)

  71. Anisetti, M., Ardagna, C., Damiani, E., Gaudenzi, F.: A semi-automatic and trustworthy scheme for continuous cloud service certification. In: IEEE Transactions on Services Computing (2017)

  72. Khan, K.S., Kunz, R., Kleijnen, J., Antes, G.: Five steps to conducting a systematic review. J. R. Soc. Med. 96(3), 118–121 (2003)

    Article  Google Scholar 

  73. Abrams, M.D., Joyce, M.V.: Trusted system concepts. Comput. Secur. 14(1), 45–56 (1995)

    Article  Google Scholar 

  74. Grabner- Kräuter, S.: Web 2.0 social networks: the role of trust. J. Bus. Ethics 90, 505–522 (2009)

    Article  Google Scholar 

  75. Grabner-Kräuter, S., Bitter, S.: Trust in online social networks: a multifaceted perspective. Forum Soc. Econ. 44(1), 48–68 (2015)

    Article  Google Scholar 

  76. Khan, K.M., Malluhi, Q.: Establishing trust in cloud computing. IT Prof. 12(5), 20–27 (2010)

    Article  Google Scholar 

  77. Abbadi, I.M., Martin, A.: Trust in the cloud. Inf. Secur. Tech. Rep. 16(3–4), 108–114 (2011)

    Article  Google Scholar 

  78. Huang, J., Nicol, D.M.: Trust mechanisms for cloud computing. J. Cloud Comput. Adv. Syst. Appl. 2(1), 9 (2013)

    Article  Google Scholar 

  79. Abdul-Rahman, A., Hailes, S.: Supporting trust in virtual communities. In Proceedings of the 33rd Annual Hawaii International Conference on System Sciences. 9 (2000)

  80. Cahill, V., Gray, E., Seigneur, J.M., Jensen, C.D., Chen, Y., Shand, B., Wagealla, W.: Using trust for secure collaboration in uncertain environments. Pervasive Comput. 2(3), 52–61 (2003)

    Article  Google Scholar 

  81. Carbone, M., Nielsen, M., Sassone, V.: A formal model for trust in dynamic networks. In: IEEE Proceedings First International Conference on Software Engineering and Formal Methods, pp. 54–61 (2003)

  82. Jøsang, A., Ismail, R., Boyd, C.: A survey of trust and reputation systems for online service provision. Decis. Support Syst. 43(2), 618–644 (2007)

    Article  Google Scholar 

  83. Eymann, T., König, S., Matros, R.: A framework for trust and reputation in grid environments. J. Grid Comput. 6(3), 225–237 (2008)

    Article  Google Scholar 

  84. Manuel, P. D., Selvi, S. T., Abd-El Barr, M. I.: Trust management system for grid and cloud resources. In: IEEE First International Conference on Advanced Computing, ICAC, pp. 176–181 (2009)

  85. Selvaraj, A., Sundararajan, S.: Evidence-Based Trust Evaluation System for Cloud Services Using Fuzzy Logic. Int. J. Fuzzy Syst. 19(2), 329–337 (2017)

    Article  Google Scholar 

  86. Guo, S., Xu, H.: A non-interactive secure outsourced computation scheme in multi-party cloud. In: Proceedings of the 2012 4th International Conference on Intelligent Networking and Collaborative Systems, pp. 15–19 (2012)

  87. Abbadi, I.M., Alawneh, M.: A framework for establishing trust in the cloud. Comput. Electr. Eng. 38(5), 1073–1087 (2012)

    Article  Google Scholar 

  88. Sidhu, J., Singh, S.: Compliance based trustworthiness calculation mechanism in cloud environment. Procedia Comput. Sci. 37, 439–446 (2014)

    Article  Google Scholar 

  89. Abdallah, E. G., Zulkernine, M., Gu, Y. X., Liem, C.: TRUST-CAP: A Trust Model for Cloud-Based Applications. In: IEEE 41st Annual Computer Software and Applications Conference (COMPSAC), vol. 2, pp. 584–589 (2017)

  90. Rashidi, A., Movahhedinia, N.: A Model for User Trust in Cloud Computing. Int. J. Cloud Comput. Serv. Archit. 2(2), 1–8 (2012)

    Google Scholar 

  91. Li, X., Du, J.: Adaptive and attribute-based trust model for service level agreement guarantee in cloud computing. Inf. Secur. IET 7(1), 39–50 (2013)

    Article  Google Scholar 

  92. Fan, W., Perros, H.: A reliability-based trust management mechanism for cloud services. In: Proceedings—12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2013, pp. 1581–1586 (2013)

  93. Ding, S., Xia, C., Cai, Q., Zhou, K., Yang, S.: QoS-aware resource matching and recommendation for cloud computing systems. Appl. Math. Comput. 247, 941–950 (2014)

    MathSciNet  MATH  Google Scholar 

  94. Taneja, S., Rathi, K.: A trust evaluation model to recommend a service provider to a customer in cloud environment. Int. J. Comput. Appl. 121(2), 975–8887 (2015)

    Google Scholar 

  95. Ma, H., Hu, Z.: User preferences-aware recommendation for trustworthy cloud services based on fuzzy clustering. J. Cent South Univ. 22(9), 3495–3505 (2015)

    Article  Google Scholar 

  96. Kumar, S., Mittal, S., Singh, M.: Fuzzy based trust management system for cloud environment. Adv. Sci. Technol. Res. J. 10(30), 32–37 (2016)

    Article  Google Scholar 

  97. Saripalli, P., Pingali, G.: MADMAC: Multiple attribute Decision methodology for Adoption of clouds. In: Proceedings—2011 IEEE 4th International Conference on Cloud Computing, pp. 316–323 (2011)

  98. Garg, S.K., Versteeg, S., Buyya, R.: A framework for ranking of cloud computing services. Future Gener. Comput. Syst. 29(4), 1012–1023 (2012)

    Article  Google Scholar 

  99. Sun, H., Zheng, Z., Chen, J., Lyu, M.R.: Personalized web service recommendation via normal recovery collaborative filtering. IEEE Trans. Serv. Comput. 6(4), 573–579 (2013)

    Article  Google Scholar 

  100. Serrano, D., Bouchenak, S., Kouki, Y., de Oliveira Jr, F.A., Ledoux, T., Lejeune, J., Sens, P.: SLA guarantees for cloud services. Future Gener. Comput. Syst. 54, 233–246 (2016)

    Article  Google Scholar 

  101. Manuel, P.: A trust model of cloud computing based on quality of service. Ann. Oper. Res. 233(1), 281–292 (2015)

    Article  Google Scholar 

  102. Takabi, H., Joshi, J. B. D., Ahn, G. J.: SecureCloud: Towards a comprehensive security framework for cloud computing environments. In: Proceedings—International Computer Software and Applications Conference, pp. 393–398 (2010)

  103. Balasubramanian, M., Kim, H.: Trust Evaluation Scheme for Cloud Data Security using Fuzzy based Approach. Int. J. Appl. Eng. Res. 12(13), 3908–3913 (2017)

    Google Scholar 

  104. Handoko, B. L., Widuri, R., Sarjono, H.: The effect of third party auditor and quality of service through cloud storage security to cloud user trust. In: IEEE 9th International Conference on Communication Software and Networks (ICCSN), pp. 1397–1401 (2017)

  105. Rizvi, S., Karpinski, K., Kelly, B., Walker, T.: Utilizing third party auditing to manage trust in the cloud. Procedia Comput. Sci. 61, 191–197 (2015)

    Article  Google Scholar 

  106. Meera, G., Geethakumari, G.: A provenance auditing framework for cloud computing systems. In: IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems (SPICES), pp. 1–5 (2015)

  107. Lins, S., Schneider, S., Sunyaev, A.: Trust is good, control is better: creating secure clouds by continuous auditing. In: IEEE Transactions on Cloud Computing. (2016)

  108. Mei, S., Liu, C., Cheng, Y., Wu, J., Wang, Z.: TETPA: A case for trusted third party auditor in Cloud environment. In IEEE Conference Anthology, pp. 1–4 (2013)

  109. Ko, R. K., Lee, B. S., Pearson, S.: Towards achieving accountability, auditability and trust in cloud computing. In: International Conference on Advances in Computing and Communications, pp. 432–444. Springer, Berlin (2011)

  110. Kim, H., Lee, H., Kim, W., Kim, Y.: A trust evaluation model for QoS guarantee in cloud systems. Int. J. Grid Distrib. Comput. 3(1), 1–10 (2010)

    Google Scholar 

  111. Kuehnhausen, M., Frost, V. S., Minden, G. J.: Framework for assessing the trustworthiness of cloud resources. In: 2012 IEEE International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support, pp. 142–145 (2012)

  112. Rahman, R., Imran, A., Gias, A. U., Sakib, K.: A peer to peer resource provisioning scheme for cloud computing environment using multi attribute utility theory. In: 3rd International Conference on Innovative Computing Technology, pp. 132–137 (2013)

  113. Tserpes, K., Aisopos, F., Kyriazis, D., Varvarigou, T.: A recommender mechanism for service selection in service-oriented environments. Future Gener. Comput. Syst. 28(8), 1285–1294 (2012)

    Article  Google Scholar 

  114. Qu, L., Wang, Y., Orgun, M. A.: Cloud service selection based on the aggregation of user feedback and quantitative performance assessment. In: IEEE International Conference on Services Computing (SCC), pp. 152–159 (2013)

  115. Ding, S., Yang, S., Zhang, Y., Liang, C., Xia, C.: Combining QoS prediction and customer satisfaction estimation to solve cloud service trustworthiness evaluation problems. Knowl. Based Syst. 56, 216–225 (2014)

    Article  Google Scholar 

  116. Filali, F.Z., Yagoubi, B.: Global Trust: a Trust Model for Cloud Service Selection. Int. J. Comput. Netw. Inf. Secur. 7(5), 41–50 (2015)

    Google Scholar 

  117. Qu, L., Wang, Y., Orgun, M.A., Liu, L., Liu, H., Bouguettaya, A.: CCCloud: context-aware and credible cloud service selection based on subjective assessment and objective assessment. IEEE Trans. Serv. Comput. 8(3), 369–383 (2015)

    Article  Google Scholar 

  118. Pan, Y., Ding, S., Fan, W., Li, J., Yang, S.: Trust-enhanced cloud service selection model based on QoS analysis. PLoS ONE 10(11), 1–19 (2015)

    Google Scholar 

  119. Xu, Y., Yin, J., Deng, S.: N. Xiong, N., Huang, J.: context-aware QoS prediction for web service recommendation and selection. Expert Syst. Appl. 53, 75–86 (2016)

    Article  Google Scholar 

  120. Emeakaroha, V., Fatema, K., Vanderwerff, L., Healy, P., Lynn, T., Morrison, J.: A Trust Label System for Communicating Trust in Cloud Services. In: IEEE Transactions on Services Computing (2016)

  121. Fan, W.-J., Yang, S.-L., Perros, H., Pei, J.: A multi-dimensional trust-aware cloud service selection mechanism based on evidential reasoning approach. Int. J. Autom. Comput. 12(2), 208–219 (2014)

    Article  Google Scholar 

  122. Chiregi, M., Navimipour, N.J.: Trusted services identification in the cloud environment using the topological metrics. Karbala Int. J. Mod. Sci. 2(3), 203–210 (2016)

    Article  Google Scholar 

  123. Li, B., Cao, B.Q., Wen, K.M., Li, R.X.: Trustworthy assurance of service interoperation in cloud environment. Int. J. Autom. Comput. 8(3), 297–308 (2011)

    Article  Google Scholar 

  124. Divakarla, U., Chandrasekaran, K.: Trusted path between two entities in Cloud. In: Cloud System and Big Data Engineering (Confluence), 6th International Conference, pp. 157–162 (2016)

  125. Bharath, J., Shankar Sriram, V. S.: Genetically modified ant colony optimization based trust evaluation in cloud computing. Indian J. Sci. Technol. (2016). https://doi.org/10.17485/ijst/2016/v9i48/107967

    Article  Google Scholar 

  126. Hang, C. W., Singh, M. P.: Selecting trustworthy service in service-oriented environments. In: The 12th AAMAS Workshop on Trust in Agent Societies, pp. 1–12 (2009)

  127. Nevell, D. A, Maskell, S. R., Horridge, P. R., Barnett, H. L.: Fusion of data from sources with different levels of trust. In: 13th International Conference on Information Fusion, pp. 1–7 (2010)

  128. Hang, C.W., Singh, M.P.: Trustworthy service selection and composition. ACM Trans. Auton. Adapt. Syst. 6(1), 5 (2011)

    Article  Google Scholar 

  129. Wang, W., Zeng, G., Zhang, J., Tang, D.: Dynamic trust evaluation and scheduling framework for cloud computing. Secur. Commun. Netw. 5(3), 311–318 (2012)

    Article  Google Scholar 

  130. Habib, S.M., Ries, S., Mühlhäuser, M., Varikkattu, P.: Towards a trust management system for cloud computing marketplaces: using CAIQ as a trust information source. Secur. Commun. Netw. 7(11), 2185–2200 (2014)

    Article  Google Scholar 

  131. Hwang, S.Y., Hsu, C.C., Lee, C.H.: Service selection for web services with probabilistic QoS. IEEE Trans. Serv. Comput. 8(3), 467–480 (2015)

    Article  Google Scholar 

  132. Algamdi, A., Coenen, F., Lisitsa, A.: A trust evaluation method based on the distributed cloud trust protocol (CTP) and opinion sharing. Provider 5(17), 18 (2017)

    Google Scholar 

  133. Mohammed, A. M., Morsy, E. I., Omara, F. A.: Trust model for cloud service consumers. In: IEEE International Conference on Innovative Trends in Computer Engineering (ITCE), pp. 122–129 (2018)

  134. Fan, W., Yang, S., Pei, J.: A novel two-stage model for cloud service trustworthiness evaluation. Expert Syst. 31(2), 136–153 (2014)

    Article  Google Scholar 

  135. Gu, L., Wang, C., Zhang, Y., Zhong, J., Ni, Z.: Trust model in cloud computing environment based on fuzzy theory. Int. J. Comput. Commun. Control 9(5), 570–583 (2014)

    Article  Google Scholar 

  136. Alam, K., Ahmad, R.: A Hybrid Fuzzy multi-criteria decision model for cloud service selection and importance degree of component services. In: Proceedings of the 12th International FLINS Conference on Knowledge Engineering and Decision Making, pp. 334–340 (2016)

  137. Nagarajan, R., Thirunavukarasu, R., Shanmugam, S.: A fuzzy-based intelligent cloud broker with mapreduce framework to evaluate the trust level of cloud services using customer feedback. Int. J. Fuzzy Syst. 20(1), 339–347 (2018)

    Article  Google Scholar 

  138. Eisa, M., Younas, M., Basu, K., Zhu, H.: Trends and directions in cloud service selection. In: 2016 IEEE Symposium on Service-Oriented System Engineering (SOSE), pp. 423–432 (2016)

  139. Wang, L., Wu, Z.: A Trustworthiness evaluation framework in cloud computing for service selection. In: 2014 IEEE 6th International Conference on Cloud Computing Technology and Science, pp. 101–106 (2014)

  140. 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)

    Article  Google Scholar 

  141. Hajizadeh, R., Jafari Navimipour, N.: A method for trust evaluation in the cloud environments using a behavior graph and services grouping. Kybernetes 46(7), 1245–1261 (2017)

    Google Scholar 

  142. Ding, S., Xia, C.Y., Zhou, K.Le, Yang, S.L., Shang, J.S.: Decision support for personalized cloud service selection through multi-attribute trustworthiness evaluation. PLoS ONE 9(6), 1–11 (2014)

    Google Scholar 

  143. Li, X., Liang, H., Zhang, X.: Trust based service selection in cloud computing environment. Int. J. Smart Home 10(11), 39–50 (2016)

    Article  Google Scholar 

  144. Alhanahnah, M., Bertok, P., Tari, Z., Alouneh, S.: Context-aware multifaceted trust framework for evaluating trustworthiness of cloud providers. Future Gener. Comput. Syst. 79, 488–499 (2018)

    Article  Google Scholar 

  145. Rathi, K., Kumari, S., Chhotu, D.: Model for user’s trust in cloud service providers in cloud environment. Int. J. Eng. Comput. Sci. 4(7), 13474–13483 (2015)

    Google Scholar 

  146. Jrad, F., Tao, J., Streit, A., Knapper, R., Flath, C.: A utility-based approach for customized cloud service selection. Int. J. Comput. Sci. Eng. 10(1/2), 32 (2015)

    Google Scholar 

  147. Cloud Armor. The Project Website. http://cs.adelaide.edu.au/~cloudarmor

  148. Cloud Service. Measurement Index Consortium (CSMIC), SMI framework. http://betawww.cloudcommons.com/servicemeasurementindex

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Mahmud, K., Usman, M. Trust Establishment and Estimation in Cloud Services: A Systematic Literature Review. J Netw Syst Manage 27, 489–540 (2019). https://doi.org/10.1007/s10922-018-9475-y

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