{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T02:45:38Z","timestamp":1780627538811,"version":"3.54.1"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2016,8,12]],"date-time":"2016-08-12T00:00:00Z","timestamp":1470960000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Soc. Netw. Anal. Min."],"published-print":{"date-parts":[[2016,12]]},"DOI":"10.1007\/s13278-016-0369-2","type":"journal-article","created":{"date-parts":[[2016,8,12]],"date-time":"2016-08-12T04:39:37Z","timestamp":1470976777000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Unveiling mobility complexity through complex network analysis"],"prefix":"10.1007","volume":"6","author":[{"given":"Riccardo","family":"Guidotti","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anna","family":"Monreale","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Salvatore","family":"Rinzivillo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dino","family":"Pedreschi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fosca","family":"Giannotti","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2016,8,12]]},"reference":[{"key":"369_CR1","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1145\/170036.170072","volume":"22","author":"R Agrawal","year":"1993","unstructured":"Agrawal R, Imieli\u0144ski T, Swami A (1993) Mining association rules between sets of items in large databases. ACM SIGMOD Rec 22:207\u2013216","journal-title":"ACM SIGMOD Rec"},{"key":"369_CR2","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1145\/304181.304187","volume":"28","author":"M Ankerst","year":"1999","unstructured":"Ankerst M, Breunig MM, Kriegel HP, Sander J (1999) Optics: ordering points to identify the clustering structure. ACM Sigmod Rec 28:49\u201360","journal-title":"ACM Sigmod Rec"},{"issue":"5","key":"369_CR3","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1007\/s00779-003-0240-0","volume":"7","author":"D Ashbrook","year":"2003","unstructured":"Ashbrook D, Starner T (2003) Using GPS to learn significant locations and predict movement across multiple users. Pers Ubiquit Comput 7(5):275\u2013286","journal-title":"Pers Ubiquit Comput"},{"issue":"10","key":"369_CR4","doi-asserted-by":"crossref","first-page":"10,008","DOI":"10.1088\/1742-5468\/2008\/10\/P10008","volume":"2008","author":"VD Blondel","year":"2008","unstructured":"Blondel VD, Guillaume JL, Lambiotte R, Lefebvre E (2008) Fast unfolding of communities in large networks. J Stat Mech Theory Exp 2008(10):10,008","journal-title":"J Stat Mech Theory Exp"},{"key":"369_CR5","doi-asserted-by":"crossref","unstructured":"Brilhante IR, Berlingerio M, Trasarti R, Renso C, de\u00a0Macedo JAF, Casanova MA (2012) Cometogether: discovering communities of places in mobility data. In: IEEE 13th international conference on mobile data management (MDM), pp 268\u2013273","DOI":"10.1109\/MDM.2012.17"},{"key":"369_CR6","unstructured":"Caldarelli G, Cristelli M, Gabrielli A, Pietronero L, Scala A, Tacchella A (2011) Ranking and clustering countries and their products: a network analysis . arXiv preprint arXiv:1108.2590"},{"key":"369_CR7","doi-asserted-by":"publisher","unstructured":"Caldarelli G, Cristelli M, Gabrielli A, Pietronero L, Scala A, Tacchella A (2012) A network analysis of countries\u2019 export flows: firm grounds for the building blocks of the economy. PLoS ONE 7(10):e47278. doi: 10.1371\/journal.pone.0047278","DOI":"10.1371\/journal.pone.0047278"},{"key":"369_CR8","unstructured":"Cao L, Luo J, Gallagher A, Jin X, Han J, Huang TS (2010) A worldwide tourism recommendation system based on geotaggedweb photos. In: IEEE International Conference on Acoustics Speech and Signal Processing (ICASSP), pp 2274\u20132277"},{"key":"369_CR9","doi-asserted-by":"crossref","unstructured":"Coscia M, Rossetti G, Giannotti F, Pedreschi D (2012) Demon: a local-first discovery method for overlapping communities. In: ACM 18th SIGKDD international conference on Knowledge discovery and data mining, pp 615\u2013623","DOI":"10.1145\/2339530.2339630"},{"issue":"6988","key":"369_CR10","doi-asserted-by":"crossref","first-page":"180","DOI":"10.1038\/nature02541","volume":"429","author":"S Eubank","year":"2004","unstructured":"Eubank S, Guclu H, Kumar VA, Marathe MV, Srinivasan A, Toroczkai Z, Wang N (2004) Modelling disease outbreaks in realistic urban social networks. Nature 429(6988):180\u2013184","journal-title":"Nature"},{"key":"369_CR11","doi-asserted-by":"crossref","unstructured":"Furletti B, Cintia P, Renso C, Spinsanti L (2013) Inferring human activities from gps tracks. In: ACM 2nd SIGKDD International Workshop on Urban Computing, p 5","DOI":"10.1145\/2505821.2505830"},{"key":"369_CR12","doi-asserted-by":"crossref","first-page":"246","DOI":"10.2307\/2841583","volume":"15","author":"F Galton","year":"1886","unstructured":"Galton F (1886) Regression towards mediocrity in hereditary stature. J Anthropol Inst Great Br Irel 15:246\u2013263","journal-title":"J Anthropol Inst Great Br Irel"},{"issue":"5","key":"369_CR13","doi-asserted-by":"crossref","first-page":"695","DOI":"10.1007\/s00778-011-0244-8","volume":"20","author":"F Giannotti","year":"2011","unstructured":"Giannotti F, Nanni M, Pedreschi D, Pinelli F, Renso C, Rinzivillo S, Trasarti R (2011) Unveiling the complexity of human mobility by querying and mining massive trajectory data. Int J Very Large Data Bases 20(5):695\u2013719","journal-title":"Int J Very Large Data Bases"},{"key":"369_CR14","unstructured":"Guidotti R, Monreale A, Rinzivillo S, Pedreschi D, Giannotti F (2014) Retrieving points of interest from human systematic movements. In: Canal C, Idani A (eds) Software engineering and formal methods. Lecture Notes in Computer Science, vol 8938. Springer, pp 294\u2013308"},{"key":"369_CR15","doi-asserted-by":"crossref","unstructured":"Guidotti R, Trasarti R, Nanni M (2015) TOSCA: two-steps clustering algorithm for personal locations detection. In: ACM 23nd SIGSPATIAL international conference on advances in geographic information systems","DOI":"10.1145\/2820783.2820818"},{"issue":"26","key":"369_CR16","doi-asserted-by":"crossref","first-page":"10570","DOI":"10.1073\/pnas.0900943106","volume":"106","author":"CA Hidalgo","year":"2009","unstructured":"Hidalgo CA, Hausmann R (2009) The building blocks of economic complexity. Proc Natl Acad Sci 106(26):10570\u201310575","journal-title":"Proc Natl Acad Sci"},{"key":"369_CR17","unstructured":"Hidalgo CA, Hausmann R (2010) Inferring macroeconomic complexity from country-product network data. In: 2010 AAAI Spring Symposium Series"},{"key":"369_CR18","doi-asserted-by":"crossref","unstructured":"Hossmann T, Spyropoulos T, Legendre F (2011) A complex network analysis of human mobility. In: IEEE conference on Computer communications workshops (INFOCOM WKSHPS), pp 876\u2013881","DOI":"10.1109\/INFCOMW.2011.5928936"},{"issue":"3","key":"369_CR19","doi-asserted-by":"crossref","first-page":"478","DOI":"10.1007\/s10618-012-0264-z","volume":"25","author":"S Jiang","year":"2012","unstructured":"Jiang S, Ferreira J, Gonz\u00e1lez MC (2012) Clustering daily patterns of human activities in the city. Data Min Knowl Disc 25(3):478\u2013510","journal-title":"Data Min Knowl Disc"},{"issue":"48","key":"369_CR20","doi-asserted-by":"crossref","first-page":"1093","DOI":"10.1098\/rsif.2009.0495","volume":"7","author":"P Kaluza","year":"2010","unstructured":"Kaluza P, K\u00f6lzsch A, Gastner MT, Blasius B (2010) The complex network of global cargo ship movements. J R Soc Interface 7(48):1093\u20131103","journal-title":"J R Soc Interface"},{"key":"369_CR21","doi-asserted-by":"crossref","unstructured":"Kleinberg JM , Kumar R, Raghavan P, Rajagopalan S, Tomkins AS (1999) The web as a graph: measurements, models, and methods. In: Asano T, Imai H, Lee DT, Nakano S-i, Tokuyama T (eds) Computing and combinatorics. Lecture Notes in Computer Science, vol 1627. Springer Berlin, Heidelberg, pp 1\u201317","DOI":"10.1007\/3-540-48686-0_1"},{"key":"369_CR22","unstructured":"Lafferty J, McCallum A, Pereira FC (2001) Conditional random fields: probabilistic models for segmenting and labeling sequence data. In: 8th International conference on machine learning, ICML 2001, Morgan Kaufmann Publishers Inc. pp 282\u2013289"},{"key":"369_CR23","volume-title":"An iteration method for the solution of the eigenvalue problem of linear differential and integral operators","author":"C Lanczos","year":"1950","unstructured":"Lanczos C (1950) An iteration method for the solution of the eigenvalue problem of linear differential and integral operators. United States Governm, Press Office, Los Angeles"},{"key":"369_CR24","doi-asserted-by":"publisher","first-page":"415","DOI":"10.1146\/annurev.soc.27.1.415","volume":"27","author":"M McPherson","year":"2001","unstructured":"McPherson M, Smith-Lovin L, Cook JM (2001) Birds of a feather: homophily in social networks. Ann Rev Sociol 27:415\u2013444. doi: 10.1146\/annurev.soc.27.1.415","journal-title":"Ann Rev Sociol"},{"key":"369_CR25","doi-asserted-by":"crossref","unstructured":"Monreale A, Pinelli F, Trasarti R, Giannotti F (2009) Wherenext: a location predictor on trajectory pattern mining. In: ACM 15th SIGKDD international conference on Knowledge discovery and data mining, pp 637\u2013646","DOI":"10.1145\/1557019.1557091"},{"key":"369_CR26","unstructured":"Page L, Brin S, Motwani R, Winograd T (1999) The PageRank citation ranking: bringing order to the web. Technical Report, Stanford InfoLab. http:\/\/ilpubs.stanford.edu:8090\/422\/1\/1999-66.pdf"},{"key":"369_CR27","unstructured":"Pang-Ning T, Steinbach M, Kumar V, et al (2006) Introduction to data mining. In: Library of Congress, p 74"},{"issue":"1","key":"369_CR28","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1140\/epjst\/e2013-01715-5","volume":"215","author":"L Pappalardo","year":"2013","unstructured":"Pappalardo L, Rinzivillo S, Qu Z, Pedreschi D, Giannotti F (2013) Understanding the patterns of car travel. Eur Phys J Spec Top 215(1):61\u201373","journal-title":"Eur Phys J Spec Top"},{"key":"369_CR29","doi-asserted-by":"publisher","first-page":"8166","DOI":"10.1038\/ncomms9166","volume":"6","author":"L Pappalardo","year":"2015","unstructured":"Pappalardo L, Simini F, Rinzivillo S, Pedreschi D, Giannotti F, Barab\u00e1si A-L (2015) Returners and explorers dichotomy in human mobility. Nat Commun 6:8166. doi: 10.1038\/ncomms9166","journal-title":"Nat Commun"},{"key":"369_CR30","doi-asserted-by":"crossref","unstructured":"Pennacchioli D, Coscia M, Rinzivillo S, Pedreschi D, Giannotti F (2013) Explaining the product range effect in purchase data. In: IEEE international conference on big data, pp 648\u2013656","DOI":"10.1109\/BigData.2013.6691634"},{"key":"369_CR31","doi-asserted-by":"crossref","unstructured":"Rinzivillo S, Gabrielli L, Nanni M, Pappalardo L, Pedreschi D, Giannotti F (2014) The purpose of motion: learning activities from individual mobility networks. In: IEEE international conference on data science and advanced analytics (DSAA), pp 312\u2013318","DOI":"10.1109\/DSAA.2014.7058090"},{"issue":"4","key":"369_CR32","doi-asserted-by":"crossref","first-page":"e18,209","DOI":"10.1371\/journal.pone.0018209","volume":"6","author":"M Rosvall","year":"2011","unstructured":"Rosvall M, Bergstrom CT (2011) Multilevel compression of random walks on networks reveals hierarchical organization in large integrated systems. PloS One 6(4):e18,209","journal-title":"PloS One"},{"key":"369_CR33","doi-asserted-by":"crossref","unstructured":"Trasarti R, Pinelli F, Nanni M, Giannotti F (2011) Mining mobility user profiles for car pooling. In: ACM 17th SIGKDD international conference on Knowledge discovery and data mining, pp 1190\u20131198","DOI":"10.1145\/2020408.2020591"},{"key":"369_CR34","doi-asserted-by":"crossref","unstructured":"Zheng VW, Zheng Y, Xie X, Yang Q (2010) Collaborative location and activity recommendations with gps history data. In: ACM 19th international conference on world wide web, pp 1029\u20131038","DOI":"10.1145\/1772690.1772795"},{"key":"369_CR35","doi-asserted-by":"crossref","unstructured":"Zheng Y, Xie X (2010) Learning location correlation from gps trajectories. In: IEEE 11th international conference on mobile data management (MDM), pp 27\u201332","DOI":"10.1109\/MDM.2010.42"},{"key":"369_CR36","doi-asserted-by":"crossref","unstructured":"Zhou C, Frankowski D, Ludford P, Shekhar S, Terveen L (2004) Discovering personal gazetteers: an interactive clustering approach. In: ACM 23rd annual international workshop on geographic information systems, pp 266\u2013273","DOI":"10.1145\/1032222.1032261"}],"container-title":["Social Network Analysis and Mining"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-016-0369-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13278-016-0369-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-016-0369-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13278-016-0369-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,24]],"date-time":"2017-06-24T16:34:49Z","timestamp":1498322089000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13278-016-0369-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,8,12]]},"references-count":36,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2016,12]]}},"alternative-id":["369"],"URL":"https:\/\/doi.org\/10.1007\/s13278-016-0369-2","relation":{},"ISSN":["1869-5450","1869-5469"],"issn-type":[{"value":"1869-5450","type":"print"},{"value":"1869-5469","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,8,12]]},"article-number":"59"}}