{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,24]],"date-time":"2026-02-24T18:28:35Z","timestamp":1771957715681,"version":"3.50.1"},"publisher-location":"Cham","reference-count":8,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030865337","type":"print"},{"value":"9783030865344","type":"electronic"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-86534-4_15","type":"book-chapter","created":{"date-parts":[[2021,9,4]],"date-time":"2021-09-04T06:05:57Z","timestamp":1630735557000},"page":"158-164","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Efficient Graph Analytics in Python for Large-Scale Data Science"],"prefix":"10.1007","author":[{"given":"Xiantian","family":"Zhou","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carlos","family":"Ordonez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,9,5]]},"reference":[{"key":"15_CR1","unstructured":"Bonald, T., de Lara, N., Lutz, Q., Charpentier, B.: Scikit-network: graph analysis in Python. J. Mach. Learn. Res. 21, 185:1\u2013185:6 (2020)"},{"key":"15_CR2","doi-asserted-by":"crossref","unstructured":"Chamberlin, J., Zalewski, M., McMillan, S., Lumsdaine, A.: PyGB: GraphBLAS DSL in Python with dynamic compilation into efficient C++. In: IPDPS Workshops 2018, pp. 310\u2013319 (2018)","DOI":"10.1109\/IPDPSW.2018.00059"},{"key":"15_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-319-98539-8_1","volume-title":"Big Data Analytics and Knowledge Discovery","author":"A Ghrab","year":"2018","unstructured":"Ghrab, A., Romero, O., Jouili, S., Skhiri, S.: Graph BI & analytics: current state and future challenges. In: Ordonez, C., Bellatreche, L. (eds.) DaWaK 2018. LNCS, vol. 11031, pp. 3\u201318. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-98539-8_1"},{"key":"15_CR4","doi-asserted-by":"crossref","unstructured":"Ho, L., Li, T., Wu, J., Liu, P.: Kylin: an efficient and scalable graph data processing system. In: 2013 IEEE Big Data, pp. 193\u2013198 (2013)","DOI":"10.1109\/BigData.2013.6691574"},{"key":"15_CR5","doi-asserted-by":"publisher","unstructured":"Ju, W., Li, J., Yu, W., Zhang, R.: iGraph: an incremental data processing system for dynamic graph. Front. Comput. Sci. 10(3), 462\u2013476 (2016). https:\/\/doi.org\/10.1007\/s11704-016-5485-7","DOI":"10.1007\/s11704-016-5485-7"},{"key":"15_CR6","doi-asserted-by":"crossref","unstructured":"Kumar, M., Moreira, J.E., Pattnaik, P.: GraphBLAS: handling performance concerns in large graph analytics. In: 2015, ACM CF, pp. 260\u2013267. ACM (2018)","DOI":"10.1145\/3203217.3205342"},{"key":"15_CR7","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1016\/j.is.2016.04.006","volume":"63","author":"C Ordonez","year":"2016","unstructured":"Ordonez, C., Cabrera, W., Gurram, A.: Comparing columnar, row and array DBMSs to process recursive queries on graphs. Inf. Syst. 63, 66\u201379 (2016)","journal-title":"Inf. Syst."},{"key":"15_CR8","doi-asserted-by":"crossref","unstructured":"Zhou, X., Ordonez, C.: Computing complex graph properties with SQL queries. In: 2019 IEEE Big Data, pp. 4808\u20134816. IEEE (2019)","DOI":"10.1109\/BigData47090.2019.9006312"}],"container-title":["Lecture Notes in Computer Science","Big Data Analytics and Knowledge Discovery"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-86534-4_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T16:17:54Z","timestamp":1710346674000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-86534-4_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030865337","9783030865344"],"references-count":8,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-86534-4_15","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"5 September 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"DaWaK","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Big Data Analytics and Knowledge Discovery","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 September 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 September 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"dawak2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.dexa.org\/dawak2021","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":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"71","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":"12","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":"15","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":"17% - 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":"4","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":"3","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":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}