{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T22:48:05Z","timestamp":1785883685030,"version":"3.56.0"},"reference-count":22,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2018,12,19]],"date-time":"2018-12-19T00:00:00Z","timestamp":1545177600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Soc. Netw. Anal. Min."],"published-print":{"date-parts":[[2019,12]]},"DOI":"10.1007\/s13278-018-0547-5","type":"journal-article","created":{"date-parts":[[2018,12,19]],"date-time":"2018-12-19T15:54:14Z","timestamp":1545234854000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["ParSoDA: high-level parallel programming for social data mining"],"prefix":"10.1007","volume":"9","author":[{"given":"Loris","family":"Belcastro","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7887-1314","authenticated-orcid":false,"given":"Fabrizio","family":"Marozzo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Domenico","family":"Talia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paolo","family":"Trunfio","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,12,19]]},"reference":[{"issue":"3","key":"547_CR1","doi-asserted-by":"publisher","first-page":"49","DOI":"10.3166\/isi.19.3.49-72","volume":"19","author":"S Amer-Yahia","year":"2014","unstructured":"Amer-Yahia S, Ibrahim N, Kengne CK, Ulliana F, Rousset MC (2014) SOCLE: towards a framework for data preparation in social applications. Ing\u00e9nierie des Syst\u00e8mes d\u2019Information 19(3):49\u201372","journal-title":"Ing\u00e9nierie des Syst\u00e8mes d\u2019Information"},{"key":"547_CR2","doi-asserted-by":"crossref","unstructured":"Belcastro L, Marozzo F, Talia D, Trunfio P (2017a) Appraising spark on large-scale social media analysis. In: Euro-Par workshops. Lecture notes in computer science. Santiago de Compostela, Spain, pp 483\u2013495. ISBN:978-3-319-75178-8","DOI":"10.1007\/978-3-319-75178-8_39"},{"key":"547_CR3","doi-asserted-by":"crossref","unstructured":"Belcastro L, Marozzo F, Talia D, Trunfio P (2017b) Big data analysis on clouds. In: Sakr S, Zomaya A (eds) Handbook of big data technologies. Springer, Berlin, pp 101\u2013142. ISBN:978-3-319-49339-8","DOI":"10.1007\/978-3-319-49340-4_4"},{"key":"547_CR4","doi-asserted-by":"crossref","unstructured":"Belcastro L, Marozzo F, Talia D, Trunfio P (2017c) A parallel library for social media analytics. In: The 2017 international conference on high performance computing & simulation (HPCS 2017), Genoa, Italy","DOI":"10.1109\/HPCS.2017.105"},{"issue":"3","key":"547_CR5","doi-asserted-by":"publisher","first-page":"334","DOI":"10.1108\/IJWIS-11-2017-0081","volume":"14","author":"G Casalino","year":"2018","unstructured":"Casalino G, Castiello C, Del Buono N, Mencar C (2018) A framework for intelligent twitter data analysis with nonnegative matrix factorization. Int J Web Inf Syst 14(3):334\u2013356","journal-title":"Int J Web Inf Syst"},{"key":"547_CR6","doi-asserted-by":"crossref","unstructured":"Cesario E, Iannazzo A R, Marozzo F, Morello F, Riotta G, Spada A, Talia D, Trunfio P (2016) Analyzing social media data to discover mobility patterns at EXPO 2015: methodology and results. In: The 2016 international conference on high performance computing and simulation (HPCS 2016), Innsbruck, Austria","DOI":"10.1109\/HPCSim.2016.7568340"},{"key":"547_CR7","volume-title":"MongoDB: the definitive guide","author":"K Chodorow","year":"2013","unstructured":"Chodorow K (2013) MongoDB: the definitive guide. O\u2019Reilly Media, Inc., Newton"},{"key":"547_CR8","first-page":"281","volume":"19","author":"C Chu","year":"2007","unstructured":"Chu C, Kim SK, Lin YA, Yu Y, Bradski G, Ng AY, Olukotun K (2007) Map-reduce for machine learning on multicore. Adv Neural Inf Process. Syst. 19:281","journal-title":"Adv Neural Inf Process. Syst."},{"key":"547_CR9","first-page":"50","volume":"27","author":"\u00c1 Cuesta","year":"2014","unstructured":"Cuesta \u00c1, Barrero DF, R-Moreno MD (2014) A framework for massive Twitter data extraction and analysis. Malays J Comput Sci 27:50\u201367","journal-title":"Malays J Comput Sci"},{"key":"547_CR10","unstructured":"Dean J, Ghemawat S (2004) MapReduce: simplified data processing on large clusters. In: Proceedings of the 6th conference on symposium on operating systems design & implementation, OSDI\u201904, Berkeley, USA, p 10"},{"key":"547_CR11","unstructured":"ECMA (2009) ECMA-262: ECMAscript language specification, 5th edn. ECMA (European Association for Standardizing Information and Communication Systems), Geneva"},{"issue":"1","key":"547_CR12","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1023\/B:DAMI.0000005258.31418.83","volume":"8","author":"J Han","year":"2004","unstructured":"Han J, Pei J, Yin Y, Mao R (2004) Mining frequent patterns without candidate generation: a frequent-pattern tree approach. Data Min Knowl Discov 8(1):53\u201387","journal-title":"Data Min Knowl Discov"},{"key":"547_CR13","first-page":"368","volume-title":"Social data analytics tool (SODATO)","author":"A Hussain","year":"2014","unstructured":"Hussain A, Vatrapu R (2014) Social data analytics tool (SODATO). Springer International Publishing, Cham, pp 368\u2013372"},{"key":"547_CR14","doi-asserted-by":"crossref","unstructured":"Li H, Wang Y, Zhang D, Zhang M, Chang EY (2008) PFP: parallel FP-growth for query recommendation. In: Proceedings of the 2008 ACM conference on recommender systems, New York, NY, USA, pp 107\u2013114","DOI":"10.1145\/1454008.1454027"},{"issue":"1","key":"547_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s13278-017-0479-5","volume":"8","author":"F Marozzo","year":"2018","unstructured":"Marozzo F, Bessi A (2018) Analyzing polarization of social media users and news sites during political campaigns. Soc Netw Anal Min 8(1):1","journal-title":"Soc Netw Anal Min"},{"issue":"12","key":"547_CR16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1561\/1500000011","volume":"2","author":"B Pang","year":"2008","unstructured":"Pang B, Lee L (2008) Opinion mining and sentiment analysis. Found Trends Inf Retr 2(12):1\u2013135","journal-title":"Found Trends Inf Retr"},{"issue":"11","key":"547_CR17","doi-asserted-by":"publisher","first-page":"1424","DOI":"10.1109\/TKDE.2004.77","volume":"16","author":"J Pei","year":"2004","unstructured":"Pei J, Han J, Mortazavi-Asl B, Wang J, Pinto H, Chen Q, Dayal U, Hsu MC (2004) Mining sequential patterns by pattern-growth: the prefixSpan approach. IEEE Trans Knowl Data Eng 16(11):1424\u20131440","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"547_CR18","volume-title":"Data analysis in the cloud","author":"D Talia","year":"2015","unstructured":"Talia D, Trunfio P, Marozzo F (2015) Data analysis in the cloud. Elsevier, Amsterdam"},{"key":"547_CR19","volume-title":"Hadoop: the definitive guide","author":"T White","year":"2012","unstructured":"White T (2012) Hadoop: the definitive guide. O\u2019Reilly Media, Inc., Newton"},{"key":"547_CR20","doi-asserted-by":"crossref","unstructured":"You L, Motta G, Sacco D, Ma T (2014) Social data analysis framework in cloud and mobility analyzer for smarter cities. In: Proceedings of 2014 IEEE international conference on service operations and logistics, and informatics, Qingdao, China, pp 96\u2013101","DOI":"10.1109\/SOLI.2014.6960700"},{"issue":"11","key":"547_CR21","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1145\/2934664","volume":"59","author":"M Zaharia","year":"2016","unstructured":"Zaharia M, Xin RS, Wendell P, Das T, Armbrust M, Dave A, Meng X, Rosen J, Venkataraman S, Franklin MJ et al (2016) Apache spark: a unified engine for big data processing. Commun ACM 59(11):56\u201365","journal-title":"Commun ACM"},{"key":"547_CR22","doi-asserted-by":"crossref","unstructured":"Zhou D, Chen L, He Y (2015) An unsupervised framework of exploring events on twitter: filtering, extraction and categorization. In: Proceedings of the 29th AAAI conference on artificial intelligence, Austin, Texas, USA, pp 2468\u20132475","DOI":"10.1609\/aaai.v29i1.9526"}],"container-title":["Social Network Analysis and Mining"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-018-0547-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13278-018-0547-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-018-0547-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,12]],"date-time":"2023-09-12T09:02:44Z","timestamp":1694509364000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13278-018-0547-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,12,19]]},"references-count":22,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2019,12]]}},"alternative-id":["547"],"URL":"https:\/\/doi.org\/10.1007\/s13278-018-0547-5","relation":{},"ISSN":["1869-5450","1869-5469"],"issn-type":[{"value":"1869-5450","type":"print"},{"value":"1869-5469","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,12,19]]},"assertion":[{"value":"2 August 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 October 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 December 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 December 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}],"article-number":"4"}}