{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,24]],"date-time":"2026-04-24T10:00:00Z","timestamp":1777024800353,"version":"3.51.4"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030507428","type":"print"},{"value":"9783030507435","type":"electronic"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"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":[[2020]]},"DOI":"10.1007\/978-3-030-50743-5_15","type":"book-chapter","created":{"date-parts":[[2020,6,15]],"date-time":"2020-06-15T19:03:45Z","timestamp":1592247825000},"page":"288-308","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Load-Balancing Parallel Relational Algebra"],"prefix":"10.1007","author":[{"given":"Sidharth","family":"Kumar","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Thomas","family":"Gilray","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,6,15]]},"reference":[{"key":"15_CR1","unstructured":"CPMD Home Page. http:\/\/www.cpmd.org\/"},{"key":"15_CR2","unstructured":"Theta ALCF Home Page. https:\/\/www.alcf.anl.gov\/theta"},{"key":"15_CR3","volume-title":"Foundations of Databases: The Logical Level","author":"S Abiteboul","year":"1995","unstructured":"Abiteboul, S., Hull, R., Vianu, V.: Foundations of Databases: The Logical Level. Addison-Wesley Longman Publishing Co. Inc., Boston (1995)"},{"issue":"1","key":"15_CR4","doi-asserted-by":"publisher","first-page":"85","DOI":"10.14778\/2732219.2732227","volume":"7","author":"C Balkesen","year":"2013","unstructured":"Balkesen, C., Alonso, G., Teubner, J., \u00d6zsu, M.T.: Multi-core, main-memory joins: sort vs. hash revisited. Proc. VLDB Endow. 7(1), 85\u201396 (2013)","journal-title":"Proc. VLDB Endow."},{"issue":"5","key":"15_CR5","doi-asserted-by":"publisher","first-page":"517","DOI":"10.14778\/3055540.3055545","volume":"10","author":"C Barthels","year":"2017","unstructured":"Barthels, C., M\u00fcller, I., Schneider, T., Alonso, G., Hoefler, T.: Distributed join algorithms on thousands of cores. Proc. VLDB Endow. 10(5), 517\u2013528 (2017)","journal-title":"Proc. VLDB Endow."},{"key":"15_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1007\/3-540-54132-2_49","volume-title":"Parallel Database Systems","author":"F Cacace","year":"1991","unstructured":"Cacace, F., Ceri, S., Houtsma, M.A.W.: An overview of parallel strategies for transitive closure on algebraic machines. In: America, P. (ed.) PDS 1990. LNCS, vol. 503, pp. 44\u201362. Springer, Heidelberg (1991). https:\/\/doi.org\/10.1007\/3-540-54132-2_49"},{"key":"15_CR7","unstructured":"Cheiney, J.P., de Maindreville, C.: A parallel strategy for transitive closure using double hash-based clustering. In: Proceedings of the Sixteenth International Conference on Very Large Databases, pp. 347\u2013358. Morgan Kaufmann Publishers Inc., San Francisco (1990)"},{"issue":"1","key":"15_CR8","doi-asserted-by":"publisher","first-page":"1:1","DOI":"10.1145\/2049662.2049663","volume":"38","author":"TA Davis","year":"2011","unstructured":"Davis, T.A., Hu, Y.: The University of Florida sparse matrix collection. ACM Trans. Math. Softw. 38(1), 1:1\u20131:25 (2011)","journal-title":"ACM Trans. Math. Softw."},{"key":"15_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"422","DOI":"10.1007\/978-3-319-41540-6_23","volume-title":"Computer Aided Verification","author":"H Jordan","year":"2016","unstructured":"Jordan, H., Scholz, B., Suboti\u0107, P.: Souffl\u00e9: on synthesis of program analyzers. In: Chaudhuri, S., Farzan, A. (eds.) CAV 2016. LNCS, vol. 9780, pp. 422\u2013430. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-41540-6_23"},{"key":"15_CR10","doi-asserted-by":"crossref","unstructured":"Jordan, H., Suboti\u0107, P., Zhao, D., Scholz, B.: A specialized B-tree for concurrent datalog evaluation. In: Principles and Practice of Parallel Programming, PPoPP 2019, pp. 327\u2013339. ACM, New York (2019)","DOI":"10.1145\/3293883.3295719"},{"key":"15_CR11","doi-asserted-by":"crossref","unstructured":"Jordan, H., Suboti\u0107, P., Zhao, D., Scholz, B.: Brie: a specialized trie for concurrent datalog. In: Proceedings of the 10th International Workshop on Programming Models and Applications for Multicores and Manycores, PMAM 2019, pp. 31\u201340. ACM, New York (2019)","DOI":"10.1145\/3303084.3309490"},{"issue":"2","key":"15_CR12","doi-asserted-by":"publisher","first-page":"1378","DOI":"10.14778\/1687553.1687564","volume":"2","author":"C Kim","year":"2009","unstructured":"Kim, C., et al.: Sort vs. hash revisited: fast join implementation on modern multi-core CPUs. Proc. VLDB Endow. 2(2), 1378\u20131389 (2009)","journal-title":"Proc. VLDB Endow."},{"key":"15_CR13","doi-asserted-by":"crossref","unstructured":"Kumar, R., Mamidala, A., Panda, D.K.: Scaling alltoall collective on multi-core systems. In: 2008 IEEE International Symposium on Parallel and Distributed Processing, pp. 1\u20138 (April 2008)","DOI":"10.1109\/IPDPS.2008.4536141"},{"key":"15_CR14","doi-asserted-by":"crossref","unstructured":"Kumar, S., Gilray, T.: Distributed relational algebra at scale. In: International Conference on High Performance Computing, Data, and Analytics (HiPC). IEEE (2019)","DOI":"10.1109\/HiPC.2019.00014"},{"key":"15_CR15","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1007\/11564126_17","volume-title":"Knowledge Discovery in Databases: PKDD 2005","author":"J Leskovec","year":"2005","unstructured":"Leskovec, J., Chakrabarti, D., Kleinberg, J., Faloutsos, C.: Realistic, mathematically tractable graph generation and evolution, using kronecker multiplication. In: Jorge, A.M., Torgo, L., Brazdil, P., Camacho, R., Gama, J. (eds.) PKDD 2005. LNCS (LNAI), vol. 3721, pp. 133\u2013145. Springer, Heidelberg (2005). https:\/\/doi.org\/10.1007\/11564126_17"},{"issue":"1","key":"15_CR16","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1145\/507234.507237","volume":"27","author":"M Liu","year":"2002","unstructured":"Liu, M., Dobbie, G., Ling, T.W.: A logical foundation for deductive object-oriented databases. ACM Trans. Database Syst. (TODS) 27(1), 117\u2013151 (2002)","journal-title":"ACM Trans. Database Syst. (TODS)"},{"key":"15_CR17","doi-asserted-by":"crossref","unstructured":"Pan, T.C., Misra, S., Aluru, S.: Optimizing high performance distributed memory parallel hash tables for DNA k-mer counting. In: SC18: International Conference for High Performance Computing, Networking, Storage and Analysis, pp. 135\u2013147. IEEE (2018)","DOI":"10.1109\/SC.2018.00014"},{"key":"15_CR18","doi-asserted-by":"crossref","unstructured":"Phillips, J.C., Kumar, S., Kale, L.V.: NAMD: biomolecular simulation on thousands of processors. In: Proceedings of the 2002 ACM\/IEEE Conference on Supercomputing, SC 2002, pp. 36\u201336 (November 2002)","DOI":"10.1109\/SC.2002.10019"},{"key":"15_CR19","doi-asserted-by":"crossref","unstructured":"Scholz, B., Jordan, H., Suboti\u0107, P., Westmann, T.: On fast large-scale program analysis in datalog. In: Proceedings of the 25th International Conference on Compiler Construction, CC 2016, pp. 196\u2013206. ACM, New York (2016)","DOI":"10.1145\/2892208.2892226"},{"issue":"1","key":"15_CR20","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1177\/1094342005051521","volume":"19","author":"R Thakur","year":"2005","unstructured":"Thakur, R., Rabenseifner, R., Gropp, W.: Optimization of collective communication operations in MPICH. High Perform. Comput. Appl. 19(1), 49\u201366 (2005)","journal-title":"High Perform. Comput. Appl."},{"key":"15_CR21","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"632","DOI":"10.1007\/978-3-540-71209-1_49","volume-title":"Tools and Algorithms for the Construction and Analysis of Systems","author":"E Torlak","year":"2007","unstructured":"Torlak, E., Jackson, D.: Kodkod: a relational model finder. In: Grumberg, O., Huth, M. (eds.) TACAS 2007. LNCS, vol. 4424, pp. 632\u2013647. Springer, Heidelberg (2007). https:\/\/doi.org\/10.1007\/978-3-540-71209-1_49"},{"key":"15_CR22","unstructured":"Van Gael, J.A.F.M., Herbrich, R., Graepel, T.: Machine learning using relational databases (29 January 2013). uS Patent 8,364,612"},{"key":"15_CR23","unstructured":"Wang, K., Zuo, Z., Thorpe, J., Nguyen, T.Q., Xu, G.H.: RStream: marrying relational algebra with streaming for efficient graph mining on a single machine. In: 13th $$\\{$$USENIX$$\\}$$ Symposium on Operating Systems Design and Implementation ($$\\{$$OSDI$$\\}$$ 18), pp. 763\u2013782 (2018)"},{"key":"15_CR24","doi-asserted-by":"crossref","unstructured":"Zinn, D., Wu, H., Wang, J., Aref, M., Yalamanchili, S.: General-purpose join algorithms for large graph triangle listing on heterogeneous systems. In: Proceedings of the 9th Annual Workshop on General Purpose Processing Using Graphics Processing Unit, GPGPU 2016, pp. 12\u201321. ACM, New York (2016)","DOI":"10.1145\/2884045.2884054"}],"container-title":["Lecture Notes in Computer Science","High Performance Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-50743-5_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,18]],"date-time":"2023-12-18T20:04:12Z","timestamp":1702929852000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-50743-5_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030507428","9783030507435"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-50743-5_15","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"15 June 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISC High Performance","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on High Performance Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Frankfurt am Main","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 June 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 June 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"35","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"supercomputing2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.isc-hpc.com\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Linklings","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"87","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"27","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"31% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3.73","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4.33","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"The conference was held virtually due to the COVID-19 pandemic.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}