{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T05:27:02Z","timestamp":1770960422399,"version":"3.50.1"},"publisher-location":"Cham","reference-count":14,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319491776","type":"print"},{"value":"9783319491783","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-49178-3_6","type":"book-chapter","created":{"date-parts":[[2016,11,8]],"date-time":"2016-11-08T21:17:26Z","timestamp":1478639846000},"page":"77-91","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Comparison and Improvement of Hadoop MapReduce Performance Prediction Models in the Private Cloud"],"prefix":"10.1007","author":[{"given":"Nini","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jian","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhihui","family":"Lu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoyan","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,11,10]]},"reference":[{"issue":"1","key":"6_CR1","first-page":"1","volume":"7","author":"C Snijders","year":"2012","unstructured":"Snijders, C., Matzat, U., Reips, U.D.: \u201cBig Data\u201d: big gaps of knowledge in the field of internet science. Intl. J. Internet Sci. 7(1), 1\u20135 (2012)","journal-title":"Intl. J. Internet Sci."},{"issue":"1","key":"6_CR2","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1145\/1327452.1327492","volume":"51","author":"J Dean","year":"2008","unstructured":"Dean, J., Ghemawat, S.: MapReduce: simplified data processing on large clusters. Commun. ACM 51(1), 107\u2013113 (2008)","journal-title":"Commun. ACM"},{"key":"6_CR3","doi-asserted-by":"crossref","unstructured":"Wang, X., Lu, Z., Wu, J., et al.: In: STechAH: an autoscaling scheme for hadoop in the private cloud. In: 2015 IEEE International Conference on Services Computing (SCC), pp. 395\u2013402. IEEE (2015)","DOI":"10.1109\/SCC.2015.61"},{"issue":"3","key":"6_CR4","doi-asserted-by":"publisher","first-page":"1346","DOI":"10.1214\/aos\/1176325632","volume":"22","author":"D Ruppert","year":"1994","unstructured":"Ruppert, D., Wand, M.P.: Multivariate locally weighted least squares regression. Ann. Stat. 22(3), 1346\u20131370 (1994)","journal-title":"Ann. Stat."},{"key":"6_CR5","unstructured":"Herodotou, H.: Hadoop performance models. arXiv preprint \n                    arXiv:1106.0940\n                    \n                   (2011)"},{"key":"6_CR6","doi-asserted-by":"crossref","unstructured":"Lin, X., Meng, Z., Xu, C., et al.: A practical performance model for hadoop mapreduce. In: 2012 IEEE International Conference on Cluster Computing Workshops (Cluster Workshops), pp. 231\u2013239. IEEE (2012)","DOI":"10.1109\/ClusterW.2012.24"},{"key":"6_CR7","doi-asserted-by":"crossref","unstructured":"Song, G., Meng, Z., Huet, F., et al.: A hadoop mapreduce performance prediction method. In: High Performance Computing and Communications. IEEE (2013)","DOI":"10.1109\/HPCC.and.EUC.2013.118"},{"key":"6_CR8","doi-asserted-by":"crossref","unstructured":"Tian, F., Chen, K.: Towards optimal resource provisioning for running mapreduce programs in public clouds. In: 2011 IEEE International Conference on Cloud Computing (CLOUD), pp. 155\u2013162. IEEE (2011)","DOI":"10.1109\/CLOUD.2011.14"},{"issue":"6","key":"6_CR9","doi-asserted-by":"publisher","first-page":"1403","DOI":"10.1109\/TPDS.2013.297","volume":"25","author":"K Chen","year":"2014","unstructured":"Chen, K., Powers, J., Guo, S., et al.: Cresp: towards optimal resource provisioning for mapreduce computing in public clouds. IEEE Trans. Parallel Distrib. Syst. 25(6), 1403\u20131412 (2014)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"key":"6_CR10","unstructured":"Carrera, I.: Performance modeling of mapreduce applications for the cloud. The Federal University of Rio Grande do Sul (2014)"},{"key":"6_CR11","doi-asserted-by":"crossref","unstructured":"Verma, A., Cherkasova, L., Campbell, R.H.: ARIA: automatic resource inference and allocation for mapreduce environments. In: Proceedings of the 8th ACM International Conference on Autonomic Computing, pp. 235\u2013244. ACM (2011)","DOI":"10.1145\/1998582.1998637"},{"key":"6_CR12","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"165","DOI":"10.1007\/978-3-642-25821-3_9","volume-title":"Middleware 2011","author":"A Verma","year":"2011","unstructured":"Verma, A., Cherkasova, L., Campbell, Roy, H.: Resource provisioning framework for mapreduce jobs with performance goals. In: Kon, F., Kermarrec, A.-M. (eds.) Middleware 2011. LNCS, vol. 7049, pp. 165\u2013186. Springer, Heidelberg (2011). doi:\n                    10.1007\/978-3-642-25821-3_9"},{"key":"6_CR13","doi-asserted-by":"crossref","unstructured":"Zhang, Z., Cherkasova, L., Loo, B.T.: Benchmarking approach for designing a mapreduce performance model. In: Proceedings of the 4th ACM\/SPEC International Conference on Performance Engineering, pp. 253\u2013258. ACM (2013)","DOI":"10.1145\/2479871.2479906"},{"issue":"2","key":"6_CR14","doi-asserted-by":"publisher","first-page":"441","DOI":"10.1109\/TPDS.2015.2405552","volume":"27","author":"M Khan","year":"2016","unstructured":"Khan, M., Jin, Y., Li, M., et al.: Hadoop performance modeling for job estimation and resource provisioning. IEEE Trans. Parallel Distrib. Syst. 27(2), 441\u2013454 (2016)","journal-title":"IEEE Trans. Parallel Distrib. Syst."}],"container-title":["Lecture Notes in Computer Science","Advances in Services Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-49178-3_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,20]],"date-time":"2019-05-20T01:36:42Z","timestamp":1558316202000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-49178-3_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319491776","9783319491783"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-49178-3_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"10 November 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"APSCC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Asia-Pacific Services Computing Conference","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Zhangjiajie","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 November 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 November 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"10","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"apscc2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}