{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T22:04:52Z","timestamp":1743026692391,"version":"3.40.3"},"publisher-location":"Cham","reference-count":36,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319719696"},{"type":"electronic","value":"9783319719702"}],"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\/978-3-319-71970-2_12","type":"book-chapter","created":{"date-parts":[[2017,11,24]],"date-time":"2017-11-24T11:36:53Z","timestamp":1511523413000},"page":"139-154","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Multi-scale Community Detection in Temporal Networks Using Spectral Graph Wavelets"],"prefix":"10.1007","author":[{"given":"Zhana","family":"Kuncheva","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Giovanni","family":"Montana","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,11,25]]},"reference":[{"key":"12_CR1","unstructured":"Aynaud, T., Guillaume, J.L.: Static community detection algorithms for evolving networks. In: 2010 Proceedings of the 8th International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt), pp. 513\u2013519. IEEE (2010)"},{"issue":"18","key":"12_CR2","doi-asserted-by":"publisher","first-page":"7641","DOI":"10.1073\/pnas.1018985108","volume":"108","author":"DS Bassett","year":"2011","unstructured":"Bassett, D.S., Wymbs, N.F., Porter, M.A., Mucha, P.J., Carlson, J.M., Grafton, S.T.: Dynamic reconfiguration of human brain networks during learning. Proc. Natl. Acad. Sci. U. S. A. 108(18), 7641\u20137646 (2011)","journal-title":"Proc. Natl. Acad. Sci. U. S. A."},{"issue":"1","key":"12_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1137\/15M1009615","volume":"14","author":"M Bazzi","year":"2014","unstructured":"Bazzi, M., Porter, M.A., Williams, S., McDonald, M., Fenn, D.J., Howison, S.D.: Community detection in temporal multilayer networks, and its application to correlation networks. Multiscale Model. Simul. 14(1), 1\u201341 (2014)","journal-title":"Multiscale Model. Simul."},{"issue":"3","key":"12_CR4","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1109\/MSP.2012.2232713","volume":"30","author":"A Bertrand","year":"2013","unstructured":"Bertrand, A., Moonen, M.: Seeing the bigger picture: how nodes can learn their place within a complex ad hoc network topology. IEEE Signal Process. Mag. 30(3), 71\u201382 (2013)","journal-title":"IEEE Signal Process. Mag."},{"issue":"03","key":"12_CR5","doi-asserted-by":"publisher","first-page":"353","DOI":"10.1017\/nws.2013.19","volume":"1","author":"RF Betzel","year":"2014","unstructured":"Betzel, R.F., Griffa, A., Avena-Koenigsberger, A., Goni, J., Thiran, J.P., Hagmann, P., Sporns, O.: Multi-scale community organization of the human structural connectome and its relationship with resting-state functional connectivity. Netw. Sci. 1(03), 353\u2013373 (2014)","journal-title":"Netw. Sci."},{"key":"12_CR6","series-title":"Graduate Texts in Mathematics","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-0653-8","volume-title":"Matrix Analysis","author":"R Bhatia","year":"1997","unstructured":"Bhatia, R.: Matrix Analysis. Graduate Texts in Mathematics, vol. 169. Springer, Heidelberg (1997). \n                      https:\/\/doi.org\/10.1007\/978-1-4612-0653-8"},{"key":"12_CR7","doi-asserted-by":"crossref","unstructured":"Chung, F.: Spectral Graph Theory. CBMS (1996)","DOI":"10.1090\/cbms\/092"},{"key":"12_CR8","volume-title":"A Practical Guide to Splines","author":"C Boor De","year":"2001","unstructured":"De Boor, C.: A Practical Guide to Splines. Springer, Heidelberg (2001)"},{"issue":"4","key":"12_CR9","first-page":"041022","volume":"3","author":"M Domenico De","year":"2013","unstructured":"De Domenico, M., Sol\u00e9-Ribalta, A., Cozzo, E., Kivel\u00e4, M., Moreno, Y., Porter, M.A., G\u00f3mez, S., Arenas, A.: Mathematical formulation of multilayer networks. Phys. Rev. X 3(4), 041022 (2013)","journal-title":"Phys. Rev. X"},{"issue":"29","key":"12_CR10","doi-asserted-by":"publisher","first-page":"12755","DOI":"10.1073\/pnas.0903215107","volume":"107","author":"JC Delvenne","year":"2010","unstructured":"Delvenne, J.C., Yaliraki, S.N., Barahona, M.: Stability of graph communities across time scales. Proc. Natl. Acad. Sci. U. S. A. 107(29), 12755\u201312760 (2010)","journal-title":"Proc. Natl. Acad. Sci. U. S. A."},{"key":"12_CR11","doi-asserted-by":"publisher","first-page":"033119","DOI":"10.1063\/1.3184538","volume":"19","author":"DJ Fenn","year":"2009","unstructured":"Fenn, D.J., Porter, M.A., Mcdonald, M., Williams, S., Johnson, N.F., Jones, N.S.: Dynamic communities in multichannel data: an application to the foreign exchange market during the 2007-2008 credit crisis. Chaos 19, 033119 (2009)","journal-title":"Chaos"},{"issue":"3\u20135","key":"12_CR12","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1016\/j.physrep.2009.11.002","volume":"486","author":"S Fortunato","year":"2010","unstructured":"Fortunato, S.: Community detection in graphs. Phys. Rep. 486(3\u20135), 75\u2013174 (2010)","journal-title":"Phys. Rep."},{"issue":"1","key":"12_CR13","doi-asserted-by":"publisher","first-page":"012805","DOI":"10.1103\/PhysRevE.92.012805","volume":"92","author":"C Granell","year":"2015","unstructured":"Granell, C., Darst, R.K., Arenas, A., Fortunato, S., G\u00f3mez, S.: Benchmark model to assess community structure in evolving networks. Phys. Rev. E. Stat. Nonlin. Soft Matter Phys. 92(1), 012805 (2015)","journal-title":"Phys. Rev. E. Stat. Nonlin. Soft Matter Phys."},{"issue":"2","key":"12_CR14","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1016\/j.acha.2010.04.005","volume":"30","author":"DK Hammond","year":"2011","unstructured":"Hammond, D.K., Vandergheynst, P., Gribonval, R.: Wavelets on graphs via spectral graph theory. Appl. Comput. Harmon. Anal. 30(2), 129\u2013150 (2011)","journal-title":"Appl. Comput. Harmon. Anal."},{"issue":"3","key":"12_CR15","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1016\/j.physrep.2012.03.001","volume":"519","author":"P Holme","year":"2012","unstructured":"Holme, P., Saram\u00e4ki, J.: Temporal networks. Phys. Rep. 519(3), 97\u2013125 (2012)","journal-title":"Phys. Rep."},{"issue":"1","key":"12_CR16","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1007\/BF01908075","volume":"2","author":"L Hubert","year":"1985","unstructured":"Hubert, L., Arabie, P.: Comparing partitions. J. Classif. 2(1), 193\u2013218 (1985)","journal-title":"J. Classif."},{"key":"12_CR17","unstructured":"Lee, J.D., Maggioni, M.: Multiscale analysis of time series of graphs. In: International Conference on Sampling Theory and Applications (2011)"},{"issue":"3","key":"12_CR18","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1093\/comnet\/cnu016","volume":"2","author":"M Kivel\u00e4","year":"2014","unstructured":"Kivel\u00e4, M., Arenas, A., Barthelemy, M., Gleeson, J.P., Moreno, Y., Porter, M.A.: Multilayer networks. J. Complex Netw. 2(3), 203\u2013271 (2014)","journal-title":"J. Complex Netw."},{"key":"12_CR19","doi-asserted-by":"crossref","unstructured":"Kuncheva, Z., Montana, G.: Community detection in multiplex networks using locally adaptive random walks. In: Proceedings of the 2015 IEEE\/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2015, pp. 1308\u20131315. ACM Press, New York, August 2015","DOI":"10.1145\/2808797.2808852"},{"issue":"13","key":"12_CR20","doi-asserted-by":"publisher","first-page":"3357","DOI":"10.1109\/TSP.2013.2259825","volume":"61","author":"N Leonardi","year":"2013","unstructured":"Leonardi, N., Van De Ville, D.: Tight wavelet frames on multislice graphs. IEEE Trans. Signal Process. 61(13), 3357\u20133367 (2013)","journal-title":"IEEE Trans. Signal Process."},{"key":"12_CR21","unstructured":"Luxburg, U.V.: A tutorial on spectral clustering. Technical report, Max Planck Institute (2007)"},{"issue":"1","key":"12_CR22","doi-asserted-by":"publisher","first-page":"343","DOI":"10.1016\/j.physa.2011.06.030","volume":"391","author":"KT Macon","year":"2012","unstructured":"Macon, K.T., Mucha, P.J., Porter, M.A.: Community structure in the united nations general assembly. Phys. A Stat. Mech. Appl. 391(1), 343\u2013361 (2012)","journal-title":"Phys. A Stat. Mech. Appl."},{"issue":"5","key":"12_CR23","doi-asserted-by":"publisher","first-page":"873","DOI":"10.1016\/j.jmva.2006.11.013","volume":"98","author":"M Meila","year":"2007","unstructured":"Meila, M.: Comparing clusterings - an information based distance. J. Multivar. Anal. 98(5), 873\u2013895 (2007)","journal-title":"J. Multivar. Anal."},{"key":"12_CR24","unstructured":"Moreno, Y., Arenas, A.: Diffusion dynamics on multiplex networks. Phys. Rev. Lett. 1\u20136 (2013)"},{"key":"12_CR25","doi-asserted-by":"publisher","first-page":"876","DOI":"10.1126\/science.1184819","volume":"328","author":"PJ Mucha","year":"2010","unstructured":"Mucha, P.J., Richardson, T., Macon, K., Porter, M.A., Onnela, J.P.: Community structure in time-dependent, multiscale, and multiplex networks. Science 328, 876\u2013878 (2010)","journal-title":"Science"},{"issue":"23","key":"12_CR26","doi-asserted-by":"publisher","first-page":"8577","DOI":"10.1073\/pnas.0601602103","volume":"103","author":"MEJ Newman","year":"2006","unstructured":"Newman, M.E.J.: Modularity and community structure in networks. Proc. Natl. Acad. Sci. U.S.A. 103(23), 8577\u20138582 (2006)","journal-title":"Proc. Natl. Acad. Sci. U.S.A."},{"issue":"2","key":"12_CR27","doi-asserted-by":"publisher","first-page":"1910218","DOI":"10.7155\/jgaa.00124","volume":"10","author":"P Pons","year":"2006","unstructured":"Pons, P., Latapy, M.: Computing communities in large networks using random walks. J. Graph Algorithms Appl. 10(2), 1910218 (2006)","journal-title":"J. Graph Algorithms Appl."},{"key":"12_CR28","unstructured":"Lambiotte, R.: Multi-scale modularity in complex networks. In: 2010 Proceedings of the 8th International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks (WiOpt), pp. 546\u2013553 (2010)"},{"issue":"39","key":"12_CR29","doi-asserted-by":"publisher","first-page":"15224","DOI":"10.1073\/pnas.0703740104","volume":"104","author":"M Sales-Pardo","year":"2007","unstructured":"Sales-Pardo, M., Guimer\u00e0, R., Moreira, A.A., Amaral, L.A.N.: Extracting the hierarchical organization of complex systems. Proc. Natl. Acad. Sci. U.S.A. 104(39), 15224\u201315229 (2007)","journal-title":"Proc. Natl. Acad. Sci. U.S.A."},{"issue":"2","key":"12_CR30","doi-asserted-by":"publisher","first-page":"e32210","DOI":"10.1371\/journal.pone.0032210","volume":"7","author":"MT Schaub","year":"2012","unstructured":"Schaub, M.T., Delvenne, J.C., Yaliraki, S.N., Barahona, M.: Markov dynamics as a zooming lens for multiscale community detection: non clique-like communities and the field-of-view limit. PLoS ONE 7(2), e32210 (2012)","journal-title":"PLoS ONE"},{"issue":"3","key":"12_CR31","doi-asserted-by":"publisher","first-page":"032807","DOI":"10.1103\/PhysRevE.88.032807","volume":"88","author":"A Sol","year":"2013","unstructured":"Sol, A., Domenico, M.D., Kouvaris, N.E.: Spectral properties of the Laplacian of multiplex networks. Phys. Rev. E 88(3), 032807 (2013)","journal-title":"Phys. Rev. E"},{"key":"12_CR32","volume-title":"Matrix Perturbation Theory","author":"GW Stewart","year":"1990","unstructured":"Stewart, G.W., Sun, J.G.: Matrix Perturbation Theory. Academic Press, New York (1990)"},{"key":"12_CR33","unstructured":"Taylor, D., Myers, S.A., Clauset, A., Porter, M.A., Mucha, P.J.: Eigenvector-based centrality measures for temporal networks. arxiv Prepr., p. 34, July 2015"},{"issue":"16","key":"12_CR34","doi-asserted-by":"publisher","first-page":"4165","DOI":"10.1016\/j.physa.2011.12.021","volume":"391","author":"AL Traud","year":"2011","unstructured":"Traud, A.L., Mucha, P.J., Porter, M.A.: Social structure of Facebook networks. Phys. A Stat. Mech. Appl. 391(16), 4165\u20134180 (2011)","journal-title":"Phys. A Stat. Mech. Appl."},{"issue":"20","key":"12_CR35","doi-asserted-by":"publisher","first-page":"5227","DOI":"10.1109\/TSP.2014.2345355","volume":"62","author":"N Tremblay","year":"2014","unstructured":"Tremblay, N., Borgnat, P.: Graph wavelets for multiscale community mining. IEEE Trans. Signal Process. 62(20), 5227\u20135239 (2014)","journal-title":"IEEE Trans. Signal Process."},{"key":"12_CR36","doi-asserted-by":"crossref","unstructured":"Zhao, X., Sala, A., Wilson, C., Wang, X., Gaito, S., Zheng, H., Zhao, B.Y.: Multi-scale dynamics in a massive online social network. In: Proceedings of the 12th ACM SIGKDD Internet Measurement Conference, pp. 171\u2013184, May 2012","DOI":"10.1145\/2398776.2398795"}],"container-title":["Lecture Notes in Computer Science","Personal Analytics and Privacy. An Individual and Collective Perspective"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-71970-2_12","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,20]],"date-time":"2019-05-20T03:05:32Z","timestamp":1558321532000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-71970-2_12"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319719696","9783319719702"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-71970-2_12","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"25 November 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"PAP","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Workshop on Personal Analytics and Privacy","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Skopje","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Macedonia","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":"18 September 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 September 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"pap2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/kdd.isti.cnr.it\/pap2017\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}