{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T14:08:58Z","timestamp":1773324538009,"version":"3.50.1"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2012,8,1]],"date-time":"2012-08-01T00:00:00Z","timestamp":1343779200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Front. Comput. Sci."],"published-print":{"date-parts":[[2012,8]]},"DOI":"10.1007\/s11704-012-2118-7","type":"journal-article","created":{"date-parts":[[2019,12,15]],"date-time":"2019-12-15T23:22:47Z","timestamp":1576452167000},"page":"347-362","source":"Crossref","is-referenced-by-count":68,"title":["CloudRank-D: benchmarking and ranking cloud computing systems for data processing applications"],"prefix":"10.1007","volume":"6","author":[{"given":"Chunjie","family":"Luo","sequence":"first","affiliation":[]},{"given":"Jianfeng","family":"Zhan","sequence":"additional","affiliation":[]},{"given":"Zhen","family":"Jia","sequence":"additional","affiliation":[]},{"given":"Lei","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Gang","family":"Lu","sequence":"additional","affiliation":[]},{"given":"Lixin","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Cheng-Zhong","family":"Xu","sequence":"additional","affiliation":[]},{"given":"Ninghui","family":"Sun","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,8,3]]},"reference":[{"key":"2118_CR1","unstructured":"Armbrust M, Fox A, Griffith R, Joseph A, Katz R, Konwinski A, Lee G, Patterson D, Rabkin A, Stoica I, Zaharia M. Above the clouds: a Berkeley view of cloud computing. Deptartment Electrical Engineering and Compututer Sciences, University of California, Berkeley, Report UCB\/EECS, 2009, 28"},{"issue":"1","key":"2118_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2200\/S00193ED1V01Y200905CAC006","volume":"4","author":"L. Barroso","year":"2009","unstructured":"Barroso L, H\u00f6lzle U. The datacenter as a computer: an introduction to the design of warehouse-scale machines. Synthesis Lectures on Computer Architecture, 2009, 4(1): 1\u2013108","journal-title":"Synthesis Lectures on Computer Architecture"},{"key":"2118_CR3","unstructured":"http:\/\/wiki.apache.org\/hadoop\/PoweredBy"},{"issue":"4","key":"2118_CR4","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1109\/MM.2010.75","volume":"30","author":"P. Wang","year":"2010","unstructured":"Wang P, Meng D, Han J, Zhan J, Tu B, Shi X, Wan L. Transformer: a new paradigm for building data-parallel programming models. IEEE Micro, 2010, 30(4): 55\u201364","journal-title":"IEEE Micro"},{"issue":"3","key":"2118_CR5","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1145\/1272998.1273005","volume":"41","author":"M. Isard","year":"2007","unstructured":"Isard M, Budiu M, Yu Y, Birrell A, Fetterly D. Dryad: distributed dataparallel programs from sequential building blocks. ACM SIGOPS Operating Systems Review, 2007, 41(3): 59\u201372","journal-title":"ACM SIGOPS Operating Systems Review"},{"key":"2118_CR6","doi-asserted-by":"crossref","unstructured":"Thusoo A, Shao Z, Anthony S, Borthakur D, Jain N, Sen Sarma J, Murthy R, Liu H. Data warehousing and analytics infrastructure at Facebook. In: Proceedings of the 2010 International Conference on Management of Data. 2010, 1013\u20131020","DOI":"10.1145\/1807167.1807278"},{"issue":"9","key":"2118_CR7","doi-asserted-by":"publisher","first-page":"803","DOI":"10.1002\/cpe.728","volume":"15","author":"J. Dongarra","year":"2003","unstructured":"Dongarra J, Luszczek P, Petitet A. The linpack benchmark: past, present and future. Concurrency and Computation: Practice and Experience, 2003, 15(9): 803\u2013820","journal-title":"Concurrency and Computation: Practice and Experience"},{"key":"2118_CR8","unstructured":"http:\/\/hadoop.apache.org"},{"key":"2118_CR9","unstructured":"Bienia C. Benchmarking modern multiprocessors. PhD thesis. Princeton University, 2011"},{"key":"2118_CR10","unstructured":"http:\/\/www.spec.org\/cpu2006"},{"key":"2118_CR11","unstructured":"http:\/\/www.spec.org\/web2005"},{"key":"2118_CR12","unstructured":"http:\/\/www.tpc.org\/information\/benchmarks.asp"},{"key":"2118_CR13","unstructured":"http:\/\/hadoop.apache.org\/mapreduce\/docs\/current\/gridmix.html"},{"key":"2118_CR14","doi-asserted-by":"crossref","unstructured":"Huang S, Huang J, Dai J, Xie T, Huang B. The hibench benchmark suite: characterization of the mapreduce-based data analysis. In: Proceedings of the 26th IEEE International Conference on Data Engineering Workshops, ICDEW\u201910. 2010, 41\u201351","DOI":"10.1109\/ICDEW.2010.5452747"},{"key":"2118_CR15","doi-asserted-by":"crossref","unstructured":"Chen Y, Ganapathi A, Griffith R, Katz R. The case for evaluating mapreduce performance using workload suites. In: Proceedings of the IEEE 19th International Symposium on Modeling, Analysis & Simulation of Computer and Telecommunication Systems, MASCOTS\u201911. 2011, 390\u2013399","DOI":"10.1109\/MASCOTS.2011.12"},{"key":"2118_CR16","doi-asserted-by":"crossref","unstructured":"Ferdman M, Adileh A, Kocberber O, Volos S, Alisafaee M, Jevdjic D, Kaynak C, Popescu A, Ailamaki A, Falsafi B. Clearing the clouds: a study of emerging scale-out workloads on modern hardware. In: Proceedings of the 17th International Conference on Architectural Support for Programming Languages and Operating Systems. 2012, 37\u201348","DOI":"10.1145\/2248487.2150982"},{"key":"2118_CR17","doi-asserted-by":"crossref","unstructured":"Zhan J, Zhang L, Sun N, Wang L, Jia Z, Luo C. High volume throughput computing: identifying and characterizing throughput oriented workloads in data centers. In: Proceedings of the 2012 Workshop on Large-Scale Parallel Processing. 2012","DOI":"10.1109\/IPDPSW.2012.213"},{"key":"2118_CR18","doi-asserted-by":"crossref","unstructured":"Xi H, Zhan J, Jia Z, Hong X, Wang L, Zhang L, Sun N, Lu G. Characterization of real workloads of web search engines. In: Proceedings of the 2011 IEEE International Symposium on Workload Characterization, IISWC\u201911. 2011, 15\u201325","DOI":"10.1109\/IISWC.2011.6114193"},{"key":"2118_CR19","unstructured":"http:\/\/hadoop.apache.org\/common\/docs\/r0.20.2\/fair_scheduler.html"},{"key":"2118_CR20","unstructured":"Zaharia M, Borthakur D, Sarma J, Elmeleegy K, Shenker S, Stoica I. Job scheduling for multi-user mapreduce clusters. EECS Department, University of California, Berkeley, Tech. Rep. UCB\/EECS-2009-55, 2009"},{"key":"2118_CR21","unstructured":"http:\/\/hadoop.apache.org\/common\/docs\/r0.20.2\/capacity_scheduler.html"},{"key":"2118_CR22","unstructured":"Rasooli A, Down D. An adaptive scheduling algorithm for dynamic heterogeneous Hadoop systems. In: Proceedings of the 2011 Conference of the Center for Advanced Studies on Collaborative Research. 2011, 30\u201344"},{"key":"2118_CR23","doi-asserted-by":"crossref","unstructured":"Sandholm T, Lai K. Dynamic proportional share scheduling in Hadoop. In: Job Scheduling Strategies for Parallel Processing. 2010, 110\u2013131","DOI":"10.1007\/978-3-642-16505-4_7"},{"key":"2118_CR24","doi-asserted-by":"crossref","unstructured":"Wolf J, Rajan D, Hildrum K, Khandekar R, Kumar V, Parekh S, Wu K, Balmin A. Flex: a slot allocation scheduling optimizer for mapreduce workloads. Middleware 2010, 2010, 1\u201320","DOI":"10.1007\/978-3-642-16955-7_1"},{"key":"2118_CR25","unstructured":"Lee G, Chun B, Katz R. Heterogeneity-aware resource allocation and scheduling in the cloud. In: Proceedings of the 3rd USENIXWorkshop on Hot Topics in Cloud Computing, HotCloud\u201911. 2011"},{"key":"2118_CR26","unstructured":"Yong M, Garegrat N, Mohan S. Towards a resource aware scheduler in hadoop. In: Proceedings of the 2009 IEEE International Conference on Web Services. 2009, 102\u2013109"},{"issue":"2","key":"2118_CR27","doi-asserted-by":"publisher","first-page":"296","DOI":"10.1109\/TPDS.2011.144","volume":"23","author":"L. Wang","year":"2012","unstructured":"Wang L, Zhan J, Shi W, Yi L. In cloud, can scientific communities benefit from the economies of scale? IEEE Transactions on Parallel and Distributed Systems, 2012, 23(2): 296\u2013303","journal-title":"IEEE Transactions on Parallel and Distributed Systems"},{"key":"2118_CR28","doi-asserted-by":"crossref","unstructured":"Narayanan R, Ozisikyilmaz B, Zambreno J, Memik G, Choudhary A. Minebench: a benchmark suite for data mining workloads. In: Proceedings of the 2006 IEEE International Symposium on Workload Characterization. 2006, 182\u2013188","DOI":"10.1109\/IISWC.2006.302743"},{"key":"2118_CR29","unstructured":"Patterson D, Hennessy J. Computer organization and design: the hardware\/software interface. Morgan Kaufmann, 2009"},{"issue":"1","key":"2118_CR30","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. Communications of the ACM, 2008, 51(1): 107\u2013113","journal-title":"Communications of the ACM"},{"issue":"1","key":"2118_CR31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10115-007-0114-2","volume":"14","author":"X. Wu","year":"2008","unstructured":"Wu X, Kumar V, Ross Quinlan J, Ghosh J, Yang Q, Motoda H, McLachlan G, Ng A, Liu B, Yu P, Zhou Z-H, Steinbach M, Hand D, Steinberg D. Top 10 algorithms in data mining. Knowledge and Information Systems, 2008, 14(1): 1\u201337","journal-title":"Knowledge and Information Systems"},{"issue":"1","key":"2118_CR32","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1109\/MIC.2003.1167344","volume":"7","author":"G. Linden","year":"2003","unstructured":"Linden G, Smith B, York J. Amazon.com recommendations: item-toitem collaborative filtering. IEEE Internet Computing, 2003, 7(1): 76\u201380","journal-title":"IEEE Internet Computing"},{"key":"2118_CR33","unstructured":"http:\/\/en.wikipedia.org\/wiki\/Association_rule_learning"},{"key":"2118_CR34","unstructured":"https:\/\/issues.apache.org\/jira\/browse\/HIVE-396"},{"key":"2118_CR35","unstructured":"http:\/\/hive.apache.org\/"},{"key":"2118_CR36","doi-asserted-by":"crossref","unstructured":"Zaharia M, Borthakur D, Sen Sarma J, Elmeleegy K, Shenker S, Stoica I. Delay scheduling: a simple technique for achieving locality and fairness in cluster scheduling. In: Proceedings of the 5th European Conference on Computer Systems. 2010, 265\u2013278","DOI":"10.1145\/1755913.1755940"}],"container-title":["Frontiers of Computer Science"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11704-012-2118-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11704-012-2118-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11704-012-2118-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,12,15]],"date-time":"2019-12-15T23:22:58Z","timestamp":1576452178000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11704-012-2118-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,8]]},"references-count":36,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2012,8]]}},"alternative-id":["2118"],"URL":"https:\/\/doi.org\/10.1007\/s11704-012-2118-7","relation":{},"ISSN":["2095-2228"],"issn-type":[{"value":"2095-2228","type":"print"}],"subject":[],"published":{"date-parts":[[2012,8]]}}}