{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,28]],"date-time":"2025-11-28T04:33:30Z","timestamp":1764304410388,"version":"3.40.3"},"publisher-location":"New York, NY","reference-count":77,"publisher":"Springer New York","isbn-type":[{"type":"print","value":"9781493919048"},{"type":"electronic","value":"9781493919055"}],"license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-1-4939-1905-5_5","type":"book-chapter","created":{"date-parts":[[2014,12,2]],"date-time":"2014-12-02T12:35:40Z","timestamp":1417523740000},"page":"105-129","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["GPU-Accelerated Cloud Computing for Data-Intensive Applications"],"prefix":"10.1007","author":[{"given":"Baoxue","family":"Zhao","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianlong","family":"Zhong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bingsheng","family":"He","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiong","family":"Luo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wenbin","family":"Fang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Naga K.","family":"Govindaraju","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,11,15]]},"reference":[{"key":"5_CR1","unstructured":"10th DIMACS implementation challenge. http:\/\/www.cc.gatech.edu\/dimacs10\/index.shtml"},{"key":"5_CR2","unstructured":"AMD Aparapi. http:\/\/developer.amd.com\/tools-and-sdks\/opencl-zone\/opencl-libraries\/aparapi"},{"key":"5_CR3","unstructured":"Apache Hadoop. http:\/\/hadoop.apache.org"},{"key":"5_CR4","unstructured":"GTGraph generator. http:\/\/www.cse.psu.edu\/~madduri\/software\/GTgraph\/index.html"},{"key":"5_CR5","unstructured":"Hadoop Streaming. http:\/\/hadoop.apache.org\/docs\/stable\/streaming.html"},{"key":"5_CR6","unstructured":"MapReduce-MPI Documentation. http:\/\/mapreduce.sandia.gov\/doc\/Technical.html\/Manual.html"},{"key":"5_CR7","unstructured":"Stanford large network dataset collections. http:\/\/snap.stanford.edu\/data\/index.htm"},{"key":"5_CR8","doi-asserted-by":"crossref","unstructured":"Abbasi, A., Khunjush, F., Azimi, R.: A preliminary study of incorporating GPUs in the Hadoop framework. In: 2012 16th CSI International Symposium on Computer Architecture and Digital Systems (CADS\u201912), pp. 178\u2013185. IEEE (2012)","DOI":"10.1109\/CADS.2012.6316441"},{"key":"5_CR9","unstructured":"Ahmad, F., Lee, S., Thottethodi, M., Vijaykumar, T.: PUMA: Purdue MapReduce Benchmarks Suite. http:\/\/web.ics.purdue.edu\/~fahmad\/papers\/puma.pdf"},{"key":"5_CR10","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1145\/161541.161736","volume":"11","author":"T.E. Anderson","year":"1993","unstructured":"Anderson, T.E., Owicki, S.S., Saxe, J.B., Thacker, C.P.: High-speed switch scheduling for local-area networks. ACM Transactions on Computer Systems (TOCS) 11, 319\u2013352 (1993)","journal-title":"ACM Transactions on Computer Systems (TOCS)"},{"issue":"4","key":"5_CR11","doi-asserted-by":"publisher","first-page":"522","DOI":"10.1016\/j.jpdc.2013.01.004","volume":"73","author":"C. Basaran","year":"2013","unstructured":"Basaran, C., Kang, K.D.: Grex: An efficient MapReduce framework for graphics processing units. Journal of Parallel and Distributed Computing 73(4), 522\u2013533 (2013)","journal-title":"Journal of Parallel and Distributed Computing"},{"key":"5_CR12","doi-asserted-by":"crossref","unstructured":"Benson, T., Akella, A., Maltz, D.A.: Network traffic characteristics of data centers in the wild. In: Proceedings of the 10th ACM SIGCOMM Conference on Internet Measurement, pp. 267\u2013280. ACM (2010)","DOI":"10.1145\/1879141.1879175"},{"key":"5_CR13","doi-asserted-by":"crossref","unstructured":"Berry, J., Hendrickson, B., Kahan, S., Konecny, P.: Software and Algorithms for Graph Queries on Multithreaded Architectures. In: IEEE International Parallel and Distributed Processing Symposium (IPDPS\u201907), pp. 1\u201314. IEEE (2007)","DOI":"10.1109\/IPDPS.2007.370685"},{"key":"5_CR14","doi-asserted-by":"crossref","unstructured":"Chen, L., Agrawal, G.: Optimizing MapReduce for GPUs with effective shared memory usage. In: Proceedings of the 21st international symposium on High-Performance Parallel and Distributed Computing, pp. 199\u2013210. ACM (2012)","DOI":"10.1145\/2287076.2287109"},{"key":"5_CR15","doi-asserted-by":"crossref","unstructured":"Chen, L., Huo, X., Agrawal, G.: Accelerating MapReduce on a coupled CPU-GPU architecture. In: Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis, p.\u00a025. IEEE Computer Society Press (2012)","DOI":"10.1109\/SC.2012.16"},{"key":"5_CR16","doi-asserted-by":"crossref","unstructured":"Chen, R., Yang, M., Weng, X., Choi, B., He, B., Li, X.: Improving Large Graph Processing on Partitioned Graphs in the Cloud. In: Proceedings of the Third ACM Symposium on Cloud Computing (SoCC\u201912), pp. 3:1\u20133:13 (2012)","DOI":"10.1145\/2391229.2391232"},{"key":"5_CR17","doi-asserted-by":"crossref","unstructured":"Chen, Y., Qiao, Z., Davis, S., Jiang, H., Li, K.C.: Pipelined Multi-GPU MapReduce for Big-Data Processing. In: Computer and Information Science, pp. 231\u2013246. Springer (2013)","DOI":"10.1007\/978-3-319-00804-2_17"},{"key":"5_CR18","doi-asserted-by":"crossref","unstructured":"Chen, Y., Qiao, Z., Jiang, H., Li, K.C., Ro, W.W.: MGMR: Multi-GPU based MapReduce. In: Grid and Pervasive Computing, pp. 433\u2013442. Springer (2013)","DOI":"10.1007\/978-3-642-38027-3_46"},{"key":"5_CR19","unstructured":"Dean, J., Ghemawat, S.: MapReduce: Simplified data processing on large clusters. In: Proceedings of the 6th Conference on Symposium on Opearting Systems Design and Implementation (OSDI\u201904) (2004)"},{"issue":"1","key":"5_CR20","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 51(1), 107\u2013113 (2008)","journal-title":"Communications of the ACM"},{"key":"5_CR21","doi-asserted-by":"crossref","unstructured":"Delorimier, M., Kapre, N., Mehta, N., Rizzo, D., Eslick, I., Rubin, R., Uribe, T.E., Knight, T.F., Dehon, A.: GraphStep: A System Architecture for Sparse-Graph Algorithms. In: 2006 14th Annual IEEE Symposium on Field-Programmable Custom Computing Machines (FCCM\u201906), pp. 143\u2013151. IEEE (2006)","DOI":"10.1109\/FCCM.2006.45"},{"key":"5_CR22","volume-title":"Fast distributed graph partition and application","author":"B. Derbel","year":"2006","unstructured":"Derbel, B., Mosbah, M., Zemmari, A.: Fast distributed graph partition and application. In: IPDPS (2006)"},{"key":"5_CR23","doi-asserted-by":"crossref","unstructured":"Elteir, M., Lin, H., Feng, W.c., Scogland, T.: StreamMR: an optimized MapReduce framework for AMD GPUs. In: 2011 IEEE 17th International Conference on Parallel and Distributed Systems (ICPADS\u201911), pp. 364\u2013371. IEEE (2011)","DOI":"10.1109\/ICPADS.2011.131"},{"issue":"1\u20132","key":"5_CR24","doi-asserted-by":"publisher","first-page":"670","DOI":"10.14778\/1920841.1920927","volume":"3","author":"W. Fang","year":"2010","unstructured":"Fang, W., He, B., Luo, Q.: Database compression on graphics processors. Proceedings of the VLDB Endowment 3(1\u20132), 670\u2013680 (2010)","journal-title":"Proceedings of the VLDB Endowment"},{"issue":"4","key":"5_CR25","doi-asserted-by":"publisher","first-page":"608","DOI":"10.1109\/TPDS.2010.158","volume":"22","author":"W. Fang","year":"2011","unstructured":"Fang, W., He, B., Luo, Q., Govindaraju, N.K.: Mars: Accelerating MapReduce with graphics processors. IEEE Transactions on Parallel and Distributed Systems (TPDS) 22(4), 608\u2013620 (2011)","journal-title":"IEEE Transactions on Parallel and Distributed Systems (TPDS)"},{"key":"5_CR26","doi-asserted-by":"crossref","unstructured":"Fang, W., Lu, M., Xiao, X., He, B., Luo, Q.: Frequent itemset mining on graphics processors. In: Proceedings of the 5th International Workshop on Data Management on New Hardware (DaMoN\u201909), pp. 34\u201342 (2009)","DOI":"10.1145\/1565694.1565702"},{"key":"5_CR27","doi-asserted-by":"crossref","unstructured":"Farivar, R., Verma, A., Chan, E.M., Campbell, R.H.: MITHRA: Multiple data independent tasks on a heterogeneous resource architecture. In: 2009 IEEE International Conference on Cluster Computing and Workshops (CLUSTER\u201909), pp. 1\u201310. IEEE (2009)","DOI":"10.1109\/CLUSTR.2009.5289201"},{"key":"5_CR28","unstructured":"Gregor, D., Lumsdaine, A.: The Parallel BGL: A generic library for distributed graph computations. In: Parallel Object-Oriented Scientific Computing (POOSC) (2005)"},{"key":"5_CR29","doi-asserted-by":"crossref","unstructured":"Grossman, M., Breternitz, M., Sarkar, V.: HadoopCL: MapReduce on Distributed Heterogeneous Platforms Through Seamless Integration of Hadoop and OpenCL. In: Proceedings of the 2013 IEEE 27th International Symposium on Parallel and Distributed Processing Workshops and PhD Forum, pp. 1918\u20131927. IEEE Computer Society (2013)","DOI":"10.1109\/IPDPSW.2013.246"},{"key":"5_CR30","doi-asserted-by":"crossref","unstructured":"Guo, C., Wu, H., Tan, K., Shi, L., Zhang, Y., Lu, S.: Dcell: a scalable and fault-tolerant network structure for data centers. In: ACM SIGCOMM Computer Communication Review, vol.\u00a038, pp. 75\u201386. ACM (2008)","DOI":"10.1145\/1402946.1402968"},{"key":"5_CR31","doi-asserted-by":"crossref","unstructured":"Harish, P., Narayanan, P.: Accelerating large graph algorithms on the GPU using CUDA. In: High performance computing (HiPC\u201907), pp. 197\u2013208. Springer (2007)","DOI":"10.1007\/978-3-540-77220-0_21"},{"key":"5_CR32","doi-asserted-by":"crossref","unstructured":"He, B., Fang, W., Luo, Q., Govindaraju, N.K., Wang, T.: Mars: a MapReduce framework on graphics processors. In: Proceedings of the 17th International Conference on Parallel Architectures and Compilation Techniques (PACT\u201908), pp. 260\u2013269. ACM (2008)","DOI":"10.1145\/1454115.1454152"},{"key":"5_CR33","doi-asserted-by":"crossref","unstructured":"He, B., Lu, M., Yang, K., Fang, R., Govindaraju, N.K., Luo, Q., Sander, P.V.: Relational query coprocessing on graphics processors. ACM Transactions on Database Systems (TODS) 34(4), 21:1\u201321:39 (2009)","DOI":"10.1145\/1620585.1620588"},{"issue":"5","key":"5_CR34","doi-asserted-by":"publisher","first-page":"314","DOI":"10.14778\/1952376.1952381","volume":"4","author":"B. He","year":"2011","unstructured":"He, B., Yu, J.X.: High-throughput transaction executions on graphics processors. Proceedings of the VLDB Endowment 4(5), 314\u2013325 (2011)","journal-title":"Proceedings of the VLDB Endowment"},{"key":"5_CR35","doi-asserted-by":"crossref","unstructured":"He, G., Feng, H., Li, C., Chen, H.: Parallel SimRank computation on large graphs with iterative aggregation. In: Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 543\u2013552. ACM (2010)","DOI":"10.1145\/1835804.1835874"},{"key":"5_CR36","doi-asserted-by":"crossref","unstructured":"Hong, C., Chen, D., Chen, W., Zheng, W., Lin, H.: MapCG: writing parallel program portable between CPU and GPU. In: Proceedings of the 19th International Conference on Parallel Architectures and Compilation Techniques (PACT\u201910), pp. 217\u2013226. ACM (2010)","DOI":"10.1145\/1854273.1854303"},{"key":"5_CR37","doi-asserted-by":"crossref","unstructured":"Hong, S., Kim, S.K., Oguntebi, T., Olukotun, K.: Accelerating CUDA graph algorithms at maximum warp. In: Proceedings of the 16th ACM symposium on Principles and Practice of Parallel Programming (PPoPP\u201911), pp. 267\u2013276 (2011)","DOI":"10.1145\/1941553.1941590"},{"key":"5_CR38","doi-asserted-by":"crossref","unstructured":"Hong, S., Oguntebi, T., Olukotun, K.: Efficient parallel graph exploration on multi-core CPU and GPU. In: 2011 International Conference on Parallel Architectures and Compilation Techniques (PACT\u201911), pp. 78\u201388. IEEE (2011)","DOI":"10.1109\/PACT.2011.14"},{"issue":"3","key":"5_CR39","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 data-parallel programs from sequential building blocks. ACM SIGOPS Operating Systems Review 41(3), 59\u201372 (2007)","journal-title":"ACM SIGOPS Operating Systems Review"},{"key":"5_CR40","doi-asserted-by":"crossref","unstructured":"Ji, F., Ma, X.: Using shared memory to accelerate MapReduce on graphics processing units. In: 2011 IEEE International Parallel and Distributed Processing Symposium (IPDPS\u201911), pp. 805\u2013816. IEEE (2011)","DOI":"10.1109\/IPDPS.2011.80"},{"key":"5_CR41","doi-asserted-by":"crossref","unstructured":"Jiang, H., Chen, Y., Qiao, Z., Li, K.C., Ro, W., Gaudiot, J.L.: Accelerating MapReduce framework on multi-GPU systems. Cluster Computing pp. 1\u20139 (2013)","DOI":"10.1007\/s10586-013-0276-5"},{"key":"5_CR42","doi-asserted-by":"crossref","unstructured":"Kandula, S., Sengupta, S., Greenberg, A., Patel, P., Chaiken, R.: The nature of data center traffic: measurements & analysis. In: Proceedings of the 9th ACM SIGCOMM conference on Internet Measurement Conference (IMC\u201909), pp. 202\u2013208. ACM (2009)","DOI":"10.1145\/1644893.1644918"},{"key":"5_CR43","unstructured":"Kang, U., Tsourakakis, C., Appel, A.P., Faloutsos, C., Leskovec, J.: HADI: Fast diameter estimation and mining in massive graphs with Hadoop. Tech. Rep. CMU-ML-08-117, Carnegie Mellon University (2008)"},{"key":"5_CR44","doi-asserted-by":"crossref","unstructured":"Kang, U., Tsourakakis, C.E., Faloutsos, C.: Pegasus: A peta-scale graph mining system - implementation and observations. In: 2009 9th IEEE International Conference on Data Mining (ICDM\u201909), pp. 229\u2013238. IEEE (2009)","DOI":"10.1109\/ICDM.2009.14"},{"issue":"1","key":"5_CR45","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1137\/S1064827595287997","volume":"20","author":"G. Karypis","year":"1998","unstructured":"Karypis, G., Kumar, V.: A fast and high quality multilevel scheme for partitioning irregular graphs. SIAM Journal on Scientific Computing 20(1), 359\u2013392 (1998)","journal-title":"SIAM Journal on Scientific Computing"},{"issue":"1","key":"5_CR46","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1006\/jpdc.1997.1403","volume":"48","author":"G. Karypis","year":"1998","unstructured":"Karypis, G., Kumar, V.: A parallel algorithm for multilevel graph partitioning and sparse matrix ordering. Journal of Parallel and Distributed Computing 48(1), 71\u201395 (1998)","journal-title":"Journal of Parallel and Distributed Computing"},{"issue":"1","key":"5_CR47","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1006\/jpdc.1997.1404","volume":"48","author":"G. Karypis","year":"1998","unstructured":"Karypis, G., Kumar, V.: Parallel multilevel k-way partitioning scheme for irregular graphs. Journal of Parallel and Distributed computing 48(1), 96\u2013129 (1998)","journal-title":"Journal of Parallel and Distributed computing"},{"key":"5_CR48","unstructured":"Katz, G.J., Kider Jr, J.T.: All-pairs shortest-paths for large graphs on the GPU. In: Proceedings of the 23rd ACM SIGGRAPH\/EUROGRAPHICS symposium on Graphics Hardware, pp. 47\u201355. Eurographics Association (2008)"},{"key":"5_CR49","doi-asserted-by":"crossref","unstructured":"Koranne, S.: A distributed algorithm for k-way graph partitioning. In: Proceedings of the 25th Conference of EUROMICRO (EUROMICRO\u201999), vol.\u00a02, pp. 446\u2013448. IEEE (1999)","DOI":"10.1109\/EURMIC.1999.794812"},{"key":"5_CR50","unstructured":"Kyrola, A., Blelloch, G., Guestrin, C.: GraphChi: Large-scale graph computation on just a PC. In: Proceedings of the 10th USENIX Symposium on Operating Systems Design and Implementation (OSDI\u201912), pp. 31\u201346 (2012)"},{"key":"5_CR51","doi-asserted-by":"crossref","unstructured":"Lin, J., Schatz, M.: Design patterns for efficient graph algorithms in MapReduce. In: Proceedings of the Eighth Workshop on Mining and Learning with Graphs (MLG\u201910), pp. 78\u201385. ACM (2010)","DOI":"10.1145\/1830252.1830263"},{"key":"5_CR52","unstructured":"Low, Y., Gonzalez, J., Kyrola, A., Bickson, D., Guestrin, C., Hellerstein, J.M.: GraphLab: A\u00a0new parallel framework for machine learning. In: The 26th Conference on Uncertainty in Artificial Intelligence (UAI\u201910) (2010)"},{"issue":"8","key":"5_CR53","doi-asserted-by":"publisher","first-page":"716","DOI":"10.14778\/2212351.2212354","volume":"5","author":"Y. Low","year":"2012","unstructured":"Low, Y., Gonzalez, J., Kyrola, A., Bickson, D., Guestrin, C., Hellerstein, J.M.: Distributed GraphLab: A framework for machine learning and data mining in the cloud. Proceedings of the VLDB Endowment 5(8), 716\u2013727 (2012)","journal-title":"Proceedings of the VLDB Endowment"},{"key":"5_CR54","doi-asserted-by":"crossref","unstructured":"Malewicz, G., Austern, M.H., Bik, A.J., Dehnert, J.C., Horn, I., Leiser, N., Czajkowski, G.: Pregel: A System for Large-Scale Graph Processing. In: Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data (SIGMOD\u201910), pp. 135\u2013146. ACM (2010)","DOI":"10.1145\/1807167.1807184"},{"key":"5_CR55","doi-asserted-by":"crossref","unstructured":"Merrill, D., Garland, M., Grimshaw, A.: Scalable GPU graph traversal. In: Proceedings of the 17th ACM SIGPLAN symposium on Principles and Practice of Parallel Programming (PPoPP\u201912), pp. 117\u2013128 (2012)","DOI":"10.1145\/2145816.2145832"},{"key":"5_CR56","doi-asserted-by":"crossref","unstructured":"Nasre, R., Burtscher, M., Pingali, K.: Morph algorithms on GPUs. In: Proceedings of the 18th ACM SIGPLAN symposium on Principles and Practice of Parallel Programming (PPoPP\u201913), pp. 147\u2013156 (2013)","DOI":"10.1145\/2442516.2442531"},{"key":"5_CR57","doi-asserted-by":"crossref","unstructured":"Owens, J.D., Luebke, D., Govindaraju, N., Harris, M., Kr\u00fcger, J., Lefohn, A.E., Purcell, T.J.: A Survey of General-Purpose Computation on Graphics Hardware. In: Computer Graphics Forum, vol.\u00a026, pp. 80\u2013113. Wiley Online Library (2007)","DOI":"10.1111\/j.1467-8659.2007.01012.x"},{"key":"5_CR58","unstructured":"Page, L., Brin, S., Motwani, R., Winograd, T.: The PageRank citation ranking: Bringing order to the Web. Stanford InfoLab. Technical report (1999)"},{"issue":"9","key":"5_CR59","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1016\/j.parco.2011.02.004","volume":"37","author":"S.J. Plimpton","year":"2011","unstructured":"Plimpton, S.J., Devine, K.D.: MapReduce in MPI for large-scale graph algorithms. Parallel Computing 37(9), 610\u2013632 (2011)","journal-title":"Parallel Computing"},{"key":"5_CR60","unstructured":"Plimpton, S and Devine, K: MapReduce-MPI Library. http:\/\/mapreduce.sandia.gov"},{"key":"5_CR61","doi-asserted-by":"crossref","unstructured":"Rafique, M.M., Rose, B., Butt, A.R., Nikolopoulos, D.S.: CellMR: A framework for supporting MapReduce on asymmetric cell-based clusters. In: 2009 IEEE International Parallel and Distributed Processing Symposium (IPDPS\u201909), pp. 1\u201312. IEEE (2009)","DOI":"10.1109\/IPDPS.2009.5161062"},{"key":"5_CR62","doi-asserted-by":"crossref","unstructured":"Ranger, C., Raghuraman, R., Penmetsa, A., Bradski, G., Kozyrakis, C.: Evaluating MapReduce for multi-core and multiprocessor systems. In: IEEE 13th International Symposium on High Performance Computer Architecture (HPCA\u201907), pp. 13\u201324. IEEE (2007)","DOI":"10.1109\/HPCA.2007.346181"},{"key":"5_CR63","doi-asserted-by":"crossref","unstructured":"Shao, B., Wang, H., Li, Y.: Trinity: A distributed graph engine on a memory cloud. In: Proceedings of the 2013 ACM International Conference on Management of Data (SIGMOD\u201913), New York, New York, USA (2013)","DOI":"10.1145\/2463676.2467799"},{"key":"5_CR64","doi-asserted-by":"crossref","unstructured":"Shirahata, K., Sato, H., Matsuoka, S.: Hybrid Map task scheduling for GPU-based heterogeneous clusters. In: 2010 IEEE Second International Conference on Cloud Computing Technology and Science (CloudCom\u201910), pp. 733\u2013740. IEEE (2010)","DOI":"10.1109\/CloudCom.2010.55"},{"key":"5_CR65","doi-asserted-by":"crossref","unstructured":"Stuart, J.A., Owens, J.D.: Multi-GPU MapReduce on GPU clusters. In: 2011 IEEE International Parallel and Distributed Processing Symposium (IPDPS\u201911), pp. 1068\u20131079. IEEE (2011)","DOI":"10.1109\/IPDPS.2011.102"},{"key":"5_CR66","doi-asserted-by":"crossref","unstructured":"Sul, S.J., Tovchigrechko, A.: Parallelizing BLAST and SOM algorithms with MapReduce-MPI library. In: IEEE International Symposium on Parallel and Distributed Processing Workshops and Phd Forum (IPDPSW\u201911), pp. 481\u2013489. IEEE (2011)","DOI":"10.1109\/IPDPS.2011.180"},{"key":"5_CR67","doi-asserted-by":"crossref","unstructured":"Talbot, J., Yoo, R.M., Kozyrakis, C.: Phoenix++: Modular MapReduce for Shared-Memory Systems. In: Proceedings of the 2nd International Workshop on MapReduce and its Applications, pp. 9\u201316. ACM (2011)","DOI":"10.1145\/1996092.1996095"},{"key":"5_CR68","doi-asserted-by":"crossref","unstructured":"Tan, Y.S., Lee, B.S., He, B., Campbell, R.H.: A Map-Reduce based Framework for Heterogeneous Processing Element Cluster Environments. In: IEEE\/ACM 12th International Symposium on Cluster, Cloud and Grid Computing (CCGrid\u201912), pp. 57\u201364. IEEE (2012)","DOI":"10.1109\/CCGrid.2012.35"},{"key":"5_CR69","doi-asserted-by":"publisher","first-page":"563","DOI":"10.1016\/j.jpdc.2007.11.002","volume":"68","author":"A. Trifunovi\u0107","year":"2008","unstructured":"Trifunovi\u0107, A., Knottenbelt, W.J.: Parallel Multilevel Algorithms for Hypergraph Partitioning. Journal of Parallel and Distributed Computing 68, 563\u2013581 (2008)","journal-title":"Journal of Parallel and Distributed Computing"},{"key":"5_CR70","doi-asserted-by":"crossref","unstructured":"Vineet, V., Narayanan, P.J.: CUDA cuts: Fast graph cuts on the GPU. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW\u201908), pp. 1\u20138. IEEE (2008)","DOI":"10.1109\/CVPRW.2008.4563095"},{"key":"5_CR71","doi-asserted-by":"crossref","unstructured":"Wittek, P., Dar\u00e1nyi, S.: Leveraging on High-Performance Computing and Cloud Technologies in Digital Libraries: A Case Study. In: IEEE Third International Conference on Cloud Computing Technology and Science (CloudCom\u201911), pp. 606\u2013611. IEEE (2011)","DOI":"10.1109\/CloudCom.2011.93"},{"key":"5_CR72","doi-asserted-by":"crossref","unstructured":"Yoo, R.M., Romano, A., Kozyrakis, C.: Phoenix rebirth: Scalable MapReduce on a large-scale shared-memory system. In: IEEE International Symposium on Workload Characterization (IISWC\u201909), pp. 198\u2013207. IEEE (2009)","DOI":"10.1109\/IISWC.2009.5306783"},{"key":"5_CR73","doi-asserted-by":"crossref","unstructured":"Zhai, Y., Mbarushimana, E., Li, W., Zhang, J., Guo, Y.: Lit: A high performance massive data computing framework based on CPU\/GPU cluster. In: IEEE International Conference on Cluster Computing (CLUSTER\u201913), pp. 1\u20138. IEEE (2013)","DOI":"10.1109\/CLUSTER.2013.6702614"},{"issue":"12","key":"5_CR74","doi-asserted-by":"publisher","first-page":"1270","DOI":"10.14778\/2536274.2536293","volume":"6","author":"J. Zhong","year":"2013","unstructured":"Zhong, J., He, B.: Parallel Graph Processing on Graphics Processors Made Easy. Proceedings of the VLDB Endowment 6(12), 1270\u20131273 (2013)","journal-title":"Proceedings of the VLDB Endowment"},{"key":"5_CR75","doi-asserted-by":"crossref","unstructured":"Zhong, J., He, B.: Towards GPU-Accelerated Large-Scale Graph Processing in the Cloud. In: IEEE Third International Conference on Cloud Computing Technology and Science (CloudCom\u201913), pp. 9\u201316. IEEE (2013)","DOI":"10.1109\/CloudCom.2013.8"},{"issue":"6","key":"5_CR76","doi-asserted-by":"publisher","first-page":"1543","DOI":"10.1109\/TPDS.2013.111","volume":"25","author":"J. Zhong","year":"2014","unstructured":"Zhong, J., He, B.: Medusa: Simplified Graph Processing on GPUs. IEEE Transactions on Parallel and Distributed Systems (TPDS) 25(6), 1543\u20131552 (2014)","journal-title":"IEEE Transactions on Parallel and Distributed Systems (TPDS)"},{"key":"5_CR77","doi-asserted-by":"crossref","unstructured":"Zhou, A., Qian, W., Tao, D., Ma, Q.: DISG: A DIStributed Graph Repository for Web Infrastructure (Invited Paper). Proceedings of the 2008 Second International Symposium on Universal Communication 0, 141\u2013145 (2008)","DOI":"10.1109\/ISUC.2008.83"}],"container-title":["Cloud Computing for Data-Intensive Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-1-4939-1905-5_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,20]],"date-time":"2023-02-20T18:16:48Z","timestamp":1676917008000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-1-4939-1905-5_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9781493919048","9781493919055"],"references-count":77,"URL":"https:\/\/doi.org\/10.1007\/978-1-4939-1905-5_5","relation":{},"subject":[],"published":{"date-parts":[[2014]]},"assertion":[{"value":"15 November 2014","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}