eprintid: 2118 rev_number: 7 eprint_status: archive userid: 6 dir: disk0/00/00/21/18 datestamp: 2014-01-24 13:10:24 lastmod: 2014-01-24 13:10:24 status_changed: 2014-01-24 13:10:24 type: monograph metadata_visibility: show creators_name: Santoro, Nicola creators_name: Quattrociocchi, Walter creators_name: Flocchini, Paola creators_name: Casteigts, Arnaud creators_name: Amblard, Frederic creators_id: creators_id: walter.quattrociocchi@imtlucca.it creators_id: creators_id: creators_id: title: Time-varying graphs and social network analysis: temporal indicators and metrics ispublished: submitted subjects: QA75 divisions: CSA full_text_status: none monograph_type: working_paper keywords: Social and Information Networks (cs.SI); Artificial Intelligence (cs.AI); Distributed, Parallel, and Cluster Computing (cs.DC); Physics and Society (physics.soc-ph) abstract: Most instruments - formalisms, concepts, and metrics - for social networks analysis fail to capture their dynamics. Typical systems exhibit different scales of dynamics, ranging from the fine-grain dynamics of interactions (which recently led researchers to consider temporal versions of distance, connectivity, and related indicators), to the evolution of network properties over longer periods of time. This paper proposes a general approach to study that evolution for both atemporal and temporal indicators, based respectively on sequences of static graphs and sequences of time-varying graphs that cover successive time-windows. All the concepts and indicators, some of which are new, are expressed using a time-varying graph formalism. date: 2011 date_type: published number: publisher: ArXiv pages: 6 institution: IMT Institute for Advanced Studies Lucca official_url: http://arxiv.org/abs/1102.0629 related_url_url: http://arxiv.org/pdf/1102.0629v1.pdf citation: Santoro, Nicola and Quattrociocchi, Walter and Flocchini, Paola and Casteigts, Arnaud and Amblard, Frederic Time-varying graphs and social network analysis: temporal indicators and metrics. Working Paper # /2011 ArXiv (Submitted)