{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,24]],"date-time":"2026-06-24T22:15:13Z","timestamp":1782339313073,"version":"3.54.5"},"publisher-location":"Cham","reference-count":36,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319642826","type":"print"},{"value":"9783319642833","type":"electronic"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-64283-3_10","type":"book-chapter","created":{"date-parts":[[2017,8,2]],"date-time":"2017-08-02T01:02:54Z","timestamp":1501635774000},"page":"130-145","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":24,"title":["MapReduce-Based Complex Big Data Analytics over Uncertain and Imprecise Social Networks"],"prefix":"10.1007","author":[{"given":"Peter","family":"Braun","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alfredo","family":"Cuzzocrea","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fan","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Carson Kai-Sang","family":"Leung","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adam G. M.","family":"Pazdor","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2017,8,3]]},"reference":[{"issue":"6","key":"10_CR1","doi-asserted-by":"publisher","first-page":"877","DOI":"10.1142\/S0218488512400284","volume":"20","author":"E Balsa","year":"2012","unstructured":"Balsa, E., Troncoso, C., Diaz, C.: A metric to evaluate interaction obfuscation in online social networks. Int. J. Uncertain. Fuzziness Knowl.-Based Syst. 20(6), 877\u2013892 (2012)","journal-title":"Int. J. Uncertain. Fuzziness Knowl.-Based Syst."},{"issue":"6","key":"10_CR2","doi-asserted-by":"publisher","first-page":"779","DOI":"10.1177\/0165551515602846","volume":"41","author":"M Bohlouli","year":"2015","unstructured":"Bohlouli, M., Dalter, J., Dornh\u00f6fer, M., Zenkert, J., Fathi, M.: Knowledge discovery from social media using big data-provided sentiment analysis (SoMABiT). J. Inf. Sci. 41(6), 779\u2013798 (2015)","journal-title":"J. Inf. Sci."},{"key":"10_CR3","doi-asserted-by":"publisher","first-page":"314","DOI":"10.1016\/j.ins.2014.01.015","volume":"275","author":"CLP Chen","year":"2014","unstructured":"Chen, C.L.P., Zhang, C.: Data-intensive applications, challenges, techniques and technologies: a survey on big data. Inf. Sci. 275, 314\u2013347 (2014)","journal-title":"Inf. Sci."},{"key":"10_CR4","doi-asserted-by":"crossref","unstructured":"Cuzzocrea, A., Bellatreche, L., Song, I.-Y.: Data warehousing and OLAP over big data: current challenges and future research directions. In: ACM DOLAP 2013, pp. 67\u201370 (2013)","DOI":"10.1145\/2513190.2517828"},{"issue":"3\/4","key":"10_CR5","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1504\/IJBIDM.2009.029076","volume":"4","author":"A Cuzzocrea","year":"2009","unstructured":"Cuzzocrea, A., Darmont, J., Mahboubi, H.: Fragmenting very large XML data warehouses via k-means clustering algorithm. Int. J. Bus. Intell. Data Min. 4(3\/4), 301\u2013328 (2009)","journal-title":"Int. J. Bus. Intell. Data Min."},{"key":"10_CR6","unstructured":"Cuzzocrea, A., Furfaro, F., Sacc\u00e0, D.: Hand-OLAP: a system for delivering OLAP services on handheld devices. In: ISADS 2003, pp. 80\u201387 (2003)"},{"key":"10_CR7","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1016\/j.future.2013.10.026","volume":"37","author":"A Cuzzocrea","year":"2014","unstructured":"Cuzzocrea, A., Leung, C.K.-S., MacKinnon, R.K.: Mining constrained frequent itemsets from distributed uncertain data. Future Gener. Comput. Syst. 37, 117\u2013126 (2014)","journal-title":"Future Gener. Comput. Syst."},{"key":"10_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1007\/11823728_11","volume-title":"Data Warehousing and Knowledge Discovery","author":"A Cuzzocrea","year":"2006","unstructured":"Cuzzocrea, A., Sacc\u00e0, D., Serafino, P.: A hierarchy-driven compression technique for advanced OLAP visualization of multidimensional data cubes. In: Tjoa, A.M., Trujillo, J. (eds.) DaWaK 2006. LNCS, vol. 4081, pp. 106\u2013119. Springer, Heidelberg (2006). doi:10.1007\/11823728_11"},{"key":"10_CR9","doi-asserted-by":"crossref","unstructured":"Cuzzocrea, A., Sacc\u00e0, D., Ullman, J.D.: Big data: a research agenda. In: IDEAS 2013, pp. 198\u2013203 (2013)","DOI":"10.1145\/2513591.2527071"},{"issue":"1","key":"10_CR10","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. Commun. ACM 51(1), 107\u2013113 (2008)","journal-title":"Commun. ACM"},{"key":"10_CR11","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1007\/978-3-642-32584-7_21","volume-title":"Data Warehousing and Knowledge Discovery","author":"N Dhahri","year":"2012","unstructured":"Dhahri, N., Trabelsi, C., Ben Yahia, S.: RssE-Miner: a new approach for efficient events mining from social media RSS feeds. In: Cuzzocrea, A., Dayal, U. (eds.) DaWaK 2012. LNCS, vol. 7448, pp. 253\u2013264. Springer, Heidelberg (2012). doi:10.1007\/978-3-642-32584-7_21"},{"key":"10_CR12","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"308","DOI":"10.1007\/978-3-319-10160-6_28","volume-title":"Data Warehousing and Knowledge Discovery","author":"F Jiang","year":"2014","unstructured":"Jiang, F., Leung, C.K.-S.: Mining interesting \u201cfollowing\u201d patterns from social networks. In: Bellatreche, L., Mohania, M.K. (eds.) DaWaK 2014. LNCS, vol. 8646, pp. 308\u2013319. Springer, Cham (2014). doi:10.1007\/978-3-319-10160-6_28"},{"key":"10_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1007\/978-3-642-40131-2_18","volume-title":"Data Warehousing and Knowledge Discovery","author":"F Jiang","year":"2013","unstructured":"Jiang, F., Leung, C.K.-S.: Stream mining of frequent patterns from delayed batches of uncertain data. In: Bellatreche, L., Mohania, M.K. (eds.) DaWaK 2013. LNCS, vol. 8057, pp. 209\u2013221. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-40131-2_18"},{"key":"10_CR14","doi-asserted-by":"crossref","unstructured":"Jiang, F., Leung, C.K.-S., Liu, D., Peddle, A.M.: Discovery of really popular friends from social networks. In: IEEE BDCloud 2014, pp. 342\u2013349 (2014)","DOI":"10.1109\/BDCloud.2014.110"},{"key":"10_CR15","doi-asserted-by":"crossref","unstructured":"Jiang, F., Leung, C.K.-S., Sarumi, O.A., Zhang, C.Y.: Mining sequential patterns from uncertain big DNA data in the Spark framework. In: IEEE BIBM 2016, pp. 874\u2013881 (2016)","DOI":"10.1109\/BIBM.2016.7822641"},{"issue":"3","key":"10_CR16","doi-asserted-by":"publisher","first-page":"999","DOI":"10.1007\/s10586-015-0452-x","volume":"18","author":"S Jin","year":"2015","unstructured":"Jin, S., Lin, W., Yin, H., Yang, S., Li, A., Deng, B.: Community structure mining in big data social media networks with MapReduce. Cluster Comput. 18(3), 999\u20131010 (2015)","journal-title":"Cluster Comput."},{"issue":"4","key":"10_CR17","first-page":"1045","volume":"9","author":"H Liu","year":"2014","unstructured":"Liu, H., Chen, L., Zhu, H., Lu, T., Liang, F.: Uncertainty community detection in social networks. J. Softw. 9(4), 1045\u20131049 (2014)","journal-title":"J. Softw."},{"key":"10_CR18","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1007\/978-3-319-18032-8_9","volume-title":"Advances in Knowledge Discovery and Data Mining","author":"Y Kang","year":"2015","unstructured":"Kang, Y., Yu, B., Wang, W., Meng, D.: Spectral clustering for large-scale social networks via a pre-coarsening sampling based Nystr\u00d6m method. In: Cao, T., Lim, E.-P., Zhou, Z.-H., Ho, T.-B., Cheung, D., Motoda, H. (eds.) PAKDD 2015, Part II. LNCS (LNAI), vol. 9078, pp. 106\u2013118. Springer, Cham (2015). doi:10.1007\/978-3-319-18032-8_9"},{"key":"10_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1007\/978-3-642-37574-3_8","volume-title":"Transactions on Large-Scale Data- and Knowledge-Centered Systems VIII","author":"CK-S Leung","year":"2013","unstructured":"Leung, C.K.-S., Cuzzocrea, A., Jiang, F.: Discovering frequent patterns from uncertain data streams with time-fading and landmark models. In: Hameurlain, A., K\u00fcng, J., Wagner, R., Cuzzocrea, A., Dayal, U. (eds.) TLDKS VIII. LNCS, vol. 7790, pp. 174\u2013196. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-37574-3_8"},{"key":"10_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1007\/978-3-319-22729-0_10","volume-title":"Big Data Analytics and Knowledge Discovery","author":"CK-S Leung","year":"2015","unstructured":"Leung, C.K.-S., Jiang, F.: Big data analytics of social networks for the discovery of \u201cfollowing\u201d patterns. In: Madria, S., Hara, T. (eds.) DaWaK 2015. LNCS, vol. 9263, pp. 123\u2013135. Springer, Cham (2015). doi:10.1007\/978-3-319-22729-0_10"},{"issue":"15","key":"10_CR21","doi-asserted-by":"publisher","first-page":"3994","DOI":"10.1002\/cpe.3773","volume":"28","author":"CK-S Leung","year":"2016","unstructured":"Leung, C.K.-S., Jiang, F., Pazdor, A.G.M., Peddle, A.M.: Parallel social network mining for interesting \u2018following\u2019 patterns. Concurr. Comput. Practice Exp. 28(15), 3994\u20134012 (2016)","journal-title":"Concurr. Comput. Practice Exp."},{"key":"10_CR22","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1007\/978-3-319-10160-6_11","volume-title":"Data Warehousing and Knowledge Discovery","author":"CK-S Leung","year":"2014","unstructured":"Leung, C.K.-S., MacKinnon, R.K.: BLIMP: a compact tree structure for uncertain frequent pattern mining. In: Bellatreche, L., Mohania, M.K. (eds.) DaWaK 2014. LNCS, vol. 8646, pp. 115\u2013123. Springer, Cham (2014). doi:10.1007\/978-3-319-10160-6_11"},{"key":"10_CR23","doi-asserted-by":"crossref","unstructured":"Leung, C.K.-S., MacKinnon, R.K., Tanbeer, S.K.: Fast algorithms for frequent itemset mining from uncertain data. In: IEEE ICDM 2014, pp. 893\u2013898 (2014)","DOI":"10.1109\/ICDM.2014.146"},{"key":"10_CR24","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"653","DOI":"10.1007\/978-3-540-68125-0_61","volume-title":"Advances in Knowledge Discovery and Data Mining","author":"CK-S Leung","year":"2008","unstructured":"Leung, C.K.-S., Mateo, M.A.F., Brajczuk, D.A.: A tree-based approach for frequent pattern mining from uncertain data. In: Washio, T., Suzuki, E., Ting, K.M., Inokuchi, A. (eds.) PAKDD 2008. LNCS (LNAI), vol. 5012, pp. 653\u2013661. Springer, Heidelberg (2008). doi:10.1007\/978-3-540-68125-0_61"},{"key":"10_CR25","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1007\/978-3-642-32584-7_24","volume-title":"Data Warehousing and Knowledge Discovery","author":"CK-S Leung","year":"2012","unstructured":"Leung, C.K.-S., Tanbeer, S.K.: Mining popular patterns from transactional databases. In: Cuzzocrea, A., Dayal, U. (eds.) DaWaK 2012. LNCS, vol. 7448, pp. 291\u2013302. Springer, Heidelberg (2012). doi:10.1007\/978-3-642-32584-7_24"},{"key":"10_CR26","doi-asserted-by":"crossref","unstructured":"Leung, C.K.-S., Tanbeer, S.K., Cameron, J.J.: Interactive discovery of influential friends from social networks. Soc. Netw. Anal. Min. 4(1), art. 154 (2014)","DOI":"10.1007\/s13278-014-0154-z"},{"key":"10_CR27","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1007\/978-3-642-40131-2_26","volume-title":"Data Warehousing and Knowledge Discovery","author":"L Ma","year":"2013","unstructured":"Ma, L., Huang, H., He, Q., Chiew, K., Wu, J., Che, Y.: GMAC: a seed-insensitive approach to local community detection. In: Bellatreche, L., Mohania, M.K. (eds.) DaWaK 2013. LNCS, vol. 8057, pp. 297\u2013308. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-40131-2_26"},{"issue":"3","key":"10_CR28","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1109\/MIC.2012.50","volume":"16","author":"S Madden","year":"2012","unstructured":"Madden, S.: From databases to big data. IEEE Internet Comput. 16(3), 4\u20136 (2012)","journal-title":"IEEE Internet Comput."},{"key":"10_CR29","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"136","DOI":"10.1007\/978-3-319-10160-6_13","volume-title":"Data Warehousing and Knowledge Discovery","author":"TS Mumu","year":"2014","unstructured":"Mumu, T.S., Ezeife, C.I.: Discovering community preference influence network by social network opinion posts mining. In: Bellatreche, L., Mohania, M.K. (eds.) DaWaK 2014. LNCS, vol. 8646, pp. 136\u2013145. Springer, Cham (2014). doi:10.1007\/978-3-319-10160-6_13"},{"key":"10_CR30","doi-asserted-by":"crossref","unstructured":"Rader, E., Gray, R.: Understanding user beliefs about algorithmic curation in the Facebook news feed. In: ACM CHI 2015, pp. 173\u2013182 (2015)","DOI":"10.1145\/2702123.2702174"},{"key":"10_CR31","doi-asserted-by":"crossref","unstructured":"Rajadesingan, A., Zafarani, R., Liu, H.: Sarcasm detection on Twitter: a behavioral modeling approach. In: ACM WSDM 2015, pp. 97\u2013106 (2015)","DOI":"10.1145\/2684822.2685316"},{"issue":"2\u20133","key":"10_CR32","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1080\/10919392.2014.896715","volume":"24","author":"SK Tanbeer","year":"2014","unstructured":"Tanbeer, S.K., Leung, C.K.-S., Cameron, J.J.: Interactive mining of strong friends from social networks and its applications in e-commerce. J. Organ. Comput. Electron. Commerce 24(2\u20133), 157\u2013173 (2014)","journal-title":"J. Organ. Comput. Electron. Commerce"},{"issue":"2","key":"10_CR33","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1109\/TSMC.2014.2359857","volume":"45","author":"Y Wang","year":"2015","unstructured":"Wang, Y., Vasilakos, A.V., Ma, J., Xiong, N.: On studying the impact of uncertainty on behavior diffusion in social networks. IEEE Trans. Syst. Man Cybern. Syst. 45(2), 185\u2013197 (2015)","journal-title":"IEEE Trans. Syst. Man Cybern. Syst."},{"key":"10_CR34","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1007\/978-3-642-40131-2_27","volume-title":"Data Warehousing and Knowledge Discovery","author":"EH-C Wei","year":"2013","unstructured":"Wei, E.H.-C., Koh, Y.S., Dobbie, G.: Finding maximal overlapping communities. In: Bellatreche, L., Mohania, M.K. (eds.) DaWaK 2013. LNCS, vol. 8057, pp. 309\u2013316. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-40131-2_27"},{"key":"10_CR35","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1007\/978-3-642-40131-2_28","volume-title":"Data Warehousing and Knowledge Discovery","author":"W Yu","year":"2013","unstructured":"Yu, W., Coenen, F., Zito, M., Salhi, S.: Minimal vertex unique labelled subgraph mining. In: Bellatreche, L., Mohania, M.K. (eds.) DaWaK 2013. LNCS, vol. 8057, pp. 317\u2013326. Springer, Heidelberg (2013). doi:10.1007\/978-3-642-40131-2_28"},{"key":"10_CR36","doi-asserted-by":"crossref","unstructured":"Yuan, N.J.: Mining social and urban big data. In: ACM WWW 2015, p. 1103 (2015)","DOI":"10.1145\/2740908.2745843"}],"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\/978-3-319-64283-3_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,12]],"date-time":"2024-03-12T18:10:32Z","timestamp":1710267032000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-64283-3_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319642826","9783319642833"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-64283-3_10","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"3 August 2017","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":"Lyon","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"France","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28 August 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 August 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"dawak2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.dexa.org\/dawak2017","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}