{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T03:29:37Z","timestamp":1764646177184},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2018,9,6]],"date-time":"2018-09-06T00:00:00Z","timestamp":1536192000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Grid Computing"],"published-print":{"date-parts":[[2018,12]]},"DOI":"10.1007\/s10723-018-9458-y","type":"journal-article","created":{"date-parts":[[2018,9,6]],"date-time":"2018-09-06T01:49:50Z","timestamp":1536198590000},"page":"569-585","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Incentive Mechanisms for Resource Scaling-out Game of Stream Big Data Analytics"],"prefix":"10.1007","volume":"16","author":[{"given":"Xiaoyuan","family":"Fu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jingyu","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qi","family":"Qi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianxin","family":"Liao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tonghong","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,9,6]]},"reference":[{"issue":"4","key":"9458_CR1","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1007\/s10723-016-9369-8","volume":"14","author":"S Gugnani","year":"2016","unstructured":"Gugnani, S., Blanco, C., Kiss, T., et al.: Extending science gateway frameworks to support big data applications in the cloud. J. Grid Comput. 14(4), 589\u2013601 (2016)","journal-title":"J. Grid Comput."},{"issue":"5","key":"9458_CR2","doi-asserted-by":"publisher","first-page":"774","DOI":"10.1016\/j.jbi.2013.07.001","volume":"46","author":"A O\u2019Driscoll","year":"2013","unstructured":"O\u2019Driscoll, A., Daugelaite, J., Sleator, R.D.: Big data, Hadoop and cloud computing in genomics. J. Biomed. Inf. 46(5), 774\u2013781 (2013)","journal-title":"J. Biomed. Inf."},{"key":"9458_CR3","unstructured":"Gracia, V.M., Arribalzaga, U.A.: Resource efficiency to partition big streamed graphs. In: 14th International Symposium on Parallel and Distributed Computing (ISPDC), 2015, pp. 120\u2013129 (2015)"},{"issue":"1","key":"9458_CR4","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1007\/s10723-015-9337-8","volume":"14","author":"D Kliazovich","year":"2016","unstructured":"Kliazovich, D., Pecero, J. E., Tchernykh, A., et al.: CA-DAG: modeling communication-aware applications for scheduling in cloud computing. J. Grid Comput. 14(1), 23\u201339 (2016)","journal-title":"J. Grid Comput."},{"key":"9458_CR5","doi-asserted-by":"crossref","unstructured":"Jackson, M.O.: Mechanism Theory, pp. 1\u201346 (2014)","DOI":"10.2139\/ssrn.2542983"},{"issue":"2","key":"9458_CR6","doi-asserted-by":"publisher","first-page":"217","DOI":"10.2307\/2297046","volume":"46","author":"L Hurwicz","year":"1979","unstructured":"Hurwicz, L.: Outcome functions yielding Walrasian and Lindahl allocations at Nash equilibrium points. Rev. Econ. Stud. 46(2), 217\u2013225 (1979)","journal-title":"Rev. Econ. Stud."},{"key":"9458_CR7","unstructured":"Spark Streaming. \n                    http:\/\/spark.apache.org\/streaming\/"},{"key":"9458_CR8","unstructured":"Samza. \n                    http:\/\/samza.incubator.apache.org"},{"key":"9458_CR9","doi-asserted-by":"crossref","unstructured":"van der Veen, J.S., van der Waaij, B., Lazovik, E., Wijbrandi, W., Meijer, R.J.: Dynamically scaling apache storm for the analysis of streaming data. In: 2015 IEEE 1st International Conference on Big Data Computing Service and Applications, pp. 154\u2013161 (2015)","DOI":"10.1109\/BigDataService.2015.56"},{"key":"9458_CR10","doi-asserted-by":"crossref","unstructured":"Hassan, M.M., Song, B., Hossain, M.S., Alamri, A.: Efficient resource scheduling for big data processing in cloud platform. In: International Conference on Internet and Distributed Computing Systems, pp. 51\u201363. Springer International Publishing (2014)","DOI":"10.1007\/978-3-319-11692-1_5"},{"key":"9458_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2796314.2745882","volume":"43","author":"J Ghaderi","year":"2015","unstructured":"Ghaderi, J., Shakkottai, S., Srikant, R.: Scheduling storms and streams in the cloud. ACM SIGMETRICS Perform. Eval. Rev. 43, 1\u201328 (2015)","journal-title":"ACM SIGMETRICS Perform. Eval. Rev."},{"key":"9458_CR12","doi-asserted-by":"publisher","first-page":"2685","DOI":"10.1109\/JSAC.2013.131209","volume":"31","author":"K Rakpong","year":"2013","unstructured":"Rakpong, K., Niyato, D., et al.: A framework for cooperative resource management in mobile cloud computing. IEEE J. Sel. Areas Commun. 31, 2685\u20132700 (2013)","journal-title":"IEEE J. Sel. Areas Commun."},{"key":"9458_CR13","doi-asserted-by":"publisher","first-page":"2168","DOI":"10.1109\/TPDS.2015.2495120","volume":"27","author":"K Li","year":"2016","unstructured":"Li, K., et al.: A framework of price bidding configurations for resource usage in cloud computing. IEEE Trans. Parallel Distrib. Syst. 27, 2168\u20132181 (2016)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"key":"9458_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2970815","volume":"2","author":"N Nasiriani","year":"2016","unstructured":"Nasiriani, N., et al.: On fair attribution of costs under peak-based pricing to cloud tenants. ACM Trans. Model Perform. Eval. Comput. Syst. 2, 1\u201328 (2016)","journal-title":"ACM Trans. Model Perform. Eval. Comput. Syst."},{"key":"9458_CR15","doi-asserted-by":"publisher","first-page":"126","DOI":"10.1016\/j.future.2016.06.028","volume":"70","author":"I Farris","year":"2017","unstructured":"Farris, I., et al.: Mifaas: a mobile-iot-federation-as-a-service model for dynamic cooperation of iot cloud providers. Future Gen. Comput. Syst. 70, 126\u2013137 (2017)","journal-title":"Future Gen. Comput. Syst."},{"key":"9458_CR16","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1109\/MNET.2015.7064905","volume":"29","author":"N Kumar","year":"2015","unstructured":"Kumar, N., et al.: Performance analysis of Bayesian coalition game-based energy-aware virtual machine migration in vehicular mobile cloud. IEEE Netw. 29, 62\u201369 (2015)","journal-title":"IEEE Netw."},{"key":"9458_CR17","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1109\/TNET.2010.2071397","volume":"19","author":"L Jiang","year":"2011","unstructured":"Jiang, L., Anantharam, V., et al.: How bad are selfish investments in network security?. IEEE\/ACM Trans. Netw. 19, 549\u2013560 (2011)","journal-title":"IEEE\/ACM Trans. Netw."},{"key":"9458_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2938426","volume":"3","author":"D Bil\u00f2","year":"2016","unstructured":"Bil\u00f2, D., Gual\u00e0, L., et al.: Locality-based network creation games. ACM Trans. Parallel Comput. (TOPC) 3, 1\u201326 (2016)","journal-title":"ACM Trans. Parallel Comput. (TOPC)"},{"key":"9458_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2629666","volume":"2","author":"K Bhawalkar","year":"2014","unstructured":"Bhawalkar, K., Gairing, M., et al.: Weighted congestion games: the price of anarchy, universal worst-case examples, and tightness. ACM Trans. Econ. Comput. 2, 1\u201323 (2014)","journal-title":"ACM Trans. Econ. Comput."},{"key":"9458_CR20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2344422.2344426","volume":"8","author":"C Swamy","year":"2012","unstructured":"Swamy, C.: The effectiveness of Stackelberg strategies and tolls for network congestion games. ACM Trans. Algo. (TALG) 8, 1\u201319 (2012)","journal-title":"ACM Trans. Algo. (TALG)"},{"key":"9458_CR21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2700058","volume":"15","author":"P Dandekar","year":"2015","unstructured":"Dandekar, P., Goel, A., et al.: Strategic formation of credit networks. ACM Trans. Internet Technol. (TOIT) 15, 1\u201341 (2015)","journal-title":"ACM Trans. Internet Technol. (TOIT)"},{"key":"9458_CR22","doi-asserted-by":"publisher","first-page":"5314","DOI":"10.1109\/TWC.2016.2555918","volume":"15","author":"Y Li","year":"2016","unstructured":"Li, Y., et al.: A contract-based incentive mechanism for delayed traffic offloading in cellular networks. IEEE Trans. Wireless Commun. 15, 5314\u20135327 (2016)","journal-title":"IEEE Trans. Wireless Commun."},{"key":"9458_CR23","first-page":"1","volume":"12","author":"F Restuccia","year":"2016","unstructured":"Restuccia, F., Das, S.K., Payton, J.: Incentive mechanisms for participatory sensing: survey and research challenges. ACM Trans. Sensor Netw. 12, 1\u201340 (2016)","journal-title":"ACM Trans. Sensor Netw."},{"key":"9458_CR24","doi-asserted-by":"publisher","first-page":"1330","DOI":"10.1109\/TIFS.2017.2656468","volume":"12","author":"J Lu","year":"2017","unstructured":"Lu, J., et al.: Designing socially-optimal rating protocols for crowdsourcing contest Dilemma. IEEE Trans. Inf. Forensics Secur. 12, 1330\u20131344 (2017)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"9458_CR25","doi-asserted-by":"publisher","first-page":"2528","DOI":"10.1109\/TIFS.2016.2587241","volume":"11","author":"Y Zhang","year":"2016","unstructured":"Zhang, Y., Tong, W., Zhong, S.: On designing satisfaction-ratio-aware truthful incentive mechanisms for k-anonymity location privacy. IEEE Trans. Inf. Forensics Secur. 11, 2528\u20132541 (2016)","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"9458_CR26","doi-asserted-by":"publisher","first-page":"895","DOI":"10.1109\/TSC.2015.2430315","volume":"9","author":"A-L Jin","year":"2016","unstructured":"Jin, A.-L., et al.: Auction mechanisms toward efficient resource sharing for cloudlets in mobile cloud computing. IEEE Trans. Serv. Comput. 9, 895\u2013909 (2016)","journal-title":"IEEE Trans. Serv. Comput."},{"key":"9458_CR27","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1109\/TNET.2016.2562028","volume":"25","author":"J Li","year":"2016","unstructured":"Li, J., et al.: Incentivizing sharing in realtime D2D streaming networks: A mean field game perspective. IEEE\/ACM Trans. Netw. 25, 3\u201317 (2016)","journal-title":"IEEE\/ACM Trans. Netw."},{"key":"9458_CR28","first-page":"5030","volume":"15","author":"B Barua","year":"2016","unstructured":"Barua, B., et al.: Incentivizing selected devices to perform cooperative content delivery: A carrier aggregation-based approach. IEEE Trans. Wireless Commun. 15, 5030\u20135045 (2016)","journal-title":"IEEE Trans. Wireless Commun."},{"issue":"2","key":"9458_CR29","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1007\/s10723-017-9397-z","volume":"15","author":"M Tighe","year":"2017","unstructured":"Tighe, M., Bauer, M.: Topology and application aware dynamic VM management in the cloud. J. Grid Comput. 15(2), 273\u2013294 (2017)","journal-title":"J. Grid Comput."},{"issue":"4","key":"9458_CR30","doi-asserted-by":"publisher","first-page":"559","DOI":"10.1007\/s10723-014-9314-7","volume":"12","author":"T Lorido-Botran","year":"2014","unstructured":"Lorido-Botran, T., Miguel-Alonso, J., Lozano, J.A.: A review of auto-scaling techniques for elastic applications in cloud environments. J. Grid Comput. 12(4), 559\u2013592 (2014)","journal-title":"J. Grid Comput."},{"key":"9458_CR31","doi-asserted-by":"publisher","first-page":"796","DOI":"10.1109\/TASE.2017.2695123","volume":"15","author":"Q Wu","year":"2018","unstructured":"Wu, Q., Zhou, M.C., Zhu, Q., Xia, Y.: VCG auction-based dynamic pricing for multigranularity service composition. IEEE Trans. Autom. Sci. Eng. 15, 796\u2013805 (2018)","journal-title":"IEEE Trans. Autom. Sci. Eng."},{"key":"9458_CR32","doi-asserted-by":"crossref","unstructured":"Zhang, F., Zhou, X., Sun, M.: Constrained VCG auction for spatial spectrum reuse with flexible channel evaluations. In: IEEE Global Communications Conference (GLOBECOM), pp. 1\u20136 (2017)","DOI":"10.1109\/GLOCOM.2017.8254091"},{"key":"9458_CR33","doi-asserted-by":"crossref","unstructured":"Mutz, A., Wolski, R., Brevik, J.: Eliciting honest value information in a batch-queue environment. In: IEEE\/ACM International Conference on Grid Computing, pp. 291\u2013297 (2007)","DOI":"10.1109\/GRID.2007.4354145"},{"key":"9458_CR34","doi-asserted-by":"crossref","unstructured":"Grossklags, J., Christin, N., Chuang, J.: Secure or insure?: A game-theoretic analysis of information security games. In: Proceedings of the 17th International Conference on World Wide Web, pp. 209\u2013218 ACM (2008)","DOI":"10.1145\/1367497.1367526"},{"key":"9458_CR35","doi-asserted-by":"crossref","unstructured":"Varian, H.: System reliability and free riding. In: Economics of Information Security, pp 1\u201315. Springer, US (2015)","DOI":"10.1007\/1-4020-8090-5_1"},{"key":"9458_CR36","doi-asserted-by":"crossref","unstructured":"Miura-Ko, R.A., et al.: Security decision-making among interdependent organizations. In: Computer Security Foundations Symposium, pp. 66\u201380 (2008)","DOI":"10.1109\/CSF.2008.25"},{"key":"9458_CR37","doi-asserted-by":"crossref","unstructured":"Naghizadeh, P., Liu, M.: Exit equilibrium: Towards understanding voluntary participation in security games. In: The 35th Annual IEEE International Conference on Computer Communications, IEEE INFOCOM 2016, pp. 1\u20139 (2016)","DOI":"10.1109\/INFOCOM.2016.7524353"},{"key":"9458_CR38","unstructured":"Ganglia. \n                    http:\/\/ganglia.info\/"},{"issue":"5","key":"9458_CR39","doi-asserted-by":"publisher","first-page":"88","DOI":"10.1109\/MNET.2017.1600319","volume":"31","author":"Z Ma","year":"2017","unstructured":"Ma, Z., Xie, J., Li, H., Sun, Q., Si, Z., Zhang, J., Guo, J.: The role of data analysis in the development of intelligent energy networks. IEEE Netw. 31(5), 88\u201395 (2017)","journal-title":"IEEE Netw."}],"container-title":["Journal of Grid Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10723-018-9458-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10723-018-9458-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10723-018-9458-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,6]],"date-time":"2019-09-06T15:11:55Z","timestamp":1567782715000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10723-018-9458-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,9,6]]},"references-count":39,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2018,12]]}},"alternative-id":["9458"],"URL":"https:\/\/doi.org\/10.1007\/s10723-018-9458-y","relation":{},"ISSN":["1570-7873","1572-9184"],"issn-type":[{"value":"1570-7873","type":"print"},{"value":"1572-9184","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,9,6]]},"assertion":[{"value":"30 August 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"1 August 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 September 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}