{"id":"https://openalex.org/W3098304440","doi":"https://doi.org/10.1007/s10844-020-00629-2","title":"A survey of Big Data dimensions vs Social Networks analysis","display_name":"A survey of Big Data dimensions vs Social Networks analysis","publication_year":2020,"publication_date":"2020-11-09","ids":{"openalex":"https://openalex.org/W3098304440","doi":"https://doi.org/10.1007/s10844-020-00629-2","mag":"3098304440","pmid":"https://pubmed.ncbi.nlm.nih.gov/33191981"},"language":"en","primary_location":{"id":"doi:10.1007/s10844-020-00629-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-020-00629-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-020-00629-2.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10844-020-00629-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011554149","display_name":"Michele Ianni","orcid":"https://orcid.org/0000-0003-0562-7462"},"institutions":[{"id":"https://openalex.org/I45204951","display_name":"University of Calabria","ror":"https://ror.org/02rc97e94","country_code":"IT","type":"education","lineage":["https://openalex.org/I45204951"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Michele Ianni","raw_affiliation_strings":["DIMES - Department of Informatics, Modeling, Electronics and Systems, University of Calabria, 87036 Arcavacata, CS Italy","DIMES - Department of Informatics, Modeling, Electronics and Systems, University of Calabria, 87036, Arcavacata, CS, Italy"],"affiliations":[{"raw_affiliation_string":"DIMES - Department of Informatics, Modeling, Electronics and Systems, University of Calabria, 87036 Arcavacata, CS Italy","institution_ids":[]},{"raw_affiliation_string":"DIMES - Department of Informatics, Modeling, Electronics and Systems, University of Calabria, 87036, Arcavacata, CS, Italy","institution_ids":["https://openalex.org/I45204951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005904043","display_name":"Elio Masciari","orcid":"https://orcid.org/0000-0002-1778-5321"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Elio Masciari","raw_affiliation_strings":["Department of Electrical and Information Technology (DIETI), University of Naples Federico II, via Claudio 21, 80125 Naples, Italy","Department of Electrical and Information Technology (DIETI), University of Naples Federico II, via Claudio 21, 80125, Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Technology (DIETI), University of Naples Federico II, via Claudio 21, 80125 Naples, Italy","institution_ids":[]},{"raw_affiliation_string":"Department of Electrical and Information Technology (DIETI), University of Naples Federico II, via Claudio 21, 80125, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080190737","display_name":"Giancarlo Sperl\u00ed","orcid":"https://orcid.org/0000-0003-4033-3777"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giancarlo Sperl\u00ed","raw_affiliation_strings":["Department of Electrical and Information Technology (DIETI), University of Naples Federico II, via Claudio 21, 80125 Naples, Italy","Department of Electrical and Information Technology (DIETI), University of Naples Federico II, via Claudio 21, 80125, Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Technology (DIETI), University of Naples Federico II, via Claudio 21, 80125 Naples, Italy","institution_ids":[]},{"raw_affiliation_string":"Department of Electrical and Information Technology (DIETI), University of Naples Federico II, via Claudio 21, 80125, Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5011554149"],"corresponding_institution_ids":["https://openalex.org/I45204951"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":5.233,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.9636246,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"57","issue":"1","first_page":"73","last_page":"100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8538185358047485},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7186769247055054},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6004418730735779},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.558631956577301},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5566146969795227},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5217598080635071},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4942805767059326},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4479573965072632},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1606428325176239}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8538185358047485},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7186769247055054},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6004418730735779},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.558631956577301},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5566146969795227},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5217598080635071},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4942805767059326},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4479573965072632},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1606428325176239},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10844-020-00629-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-020-00629-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-020-00629-2.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"},{"id":"pmid:33191981","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33191981","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of intelligent information systems","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:7649712","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7649712","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Intell Inf Syst","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10844-020-00629-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-020-00629-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-020-00629-2.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3098304440.pdf","grobid_xml":"https://content.openalex.org/works/W3098304440.grobid-xml"},"referenced_works_count":171,"referenced_works":["https://openalex.org/W3891032","https://openalex.org/W19838944","https://openalex.org/W113059239","https://openalex.org/W379337736","https://openalex.org/W934261879","https://openalex.org/W950821216","https://openalex.org/W1494137514","https://openalex.org/W1505837402","https://openalex.org/W1513213106","https://openalex.org/W1537439153","https://openalex.org/W1546111015","https://openalex.org/W1574958624","https://openalex.org/W1640285795","https://openalex.org/W1746458491","https://openalex.org/W1875112053","https://openalex.org/W1969667536","https://openalex.org/W1971421925","https://openalex.org/W1974790712","https://openalex.org/W1975594555","https://openalex.org/W1985749074","https://openalex.org/W1987235421","https://openalex.org/W1996218898","https://openalex.org/W1999770577","https://openalex.org/W2001550906","https://openalex.org/W2012466897","https://openalex.org/W2032897813","https://openalex.org/W2041860676","https://openalex.org/W2042123098","https://openalex.org/W2047624089","https://openalex.org/W2048182341","https://openalex.org/W2048540666","https://openalex.org/W2056609785","https://openalex.org/W2059556222","https://openalex.org/W2061820396","https://openalex.org/W2061901927","https://openalex.org/W2066705378","https://openalex.org/W2067825627","https://openalex.org/W2073926352","https://openalex.org/W2076357412","https://openalex.org/W2077273142","https://openalex.org/W2084591134","https://openalex.org/W2087103452","https://openalex.org/W2091714664","https://openalex.org/W2102920490","https://openalex.org/W2109603058","https://openalex.org/W2109742433","https://openalex.org/W2110783067","https://openalex.org/W2113735004","https://openalex.org/W2124821580","https://openalex.org/W2127423798","https://openalex.org/W2128891547","https://openalex.org/W2132801025","https://openalex.org/W2132853433","https://openalex.org/W2137161844","https://openalex.org/W2139297408","https://openalex.org/W2144629587","https://openalex.org/W2147576554","https://openalex.org/W2149910108","https://openalex.org/W2151936673","https://openalex.org/W2155925217","https://openalex.org/W2159357220","https://openalex.org/W2160251340","https://openalex.org/W2164195112","https://openalex.org/W2164622009","https://openalex.org/W2165093166","https://openalex.org/W2171707538","https://openalex.org/W2195052264","https://openalex.org/W2201399812","https://openalex.org/W2247472530","https://openalex.org/W2252350410","https://openalex.org/W2287233148","https://openalex.org/W2293414696","https://openalex.org/W2305543783","https://openalex.org/W2321650456","https://openalex.org/W2340254858","https://openalex.org/W2344231153","https://openalex.org/W2344550499","https://openalex.org/W2396014138","https://openalex.org/W2398784425","https://openalex.org/W2540896251","https://openalex.org/W2545577367","https://openalex.org/W2560492758","https://openalex.org/W2560800565","https://openalex.org/W2562595317","https://openalex.org/W2570990685","https://openalex.org/W2571253853","https://openalex.org/W2585716931","https://openalex.org/W2601223312","https://openalex.org/W2604996434","https://openalex.org/W2620328954","https://openalex.org/W2620661538","https://openalex.org/W2624138331","https://openalex.org/W2735898654","https://openalex.org/W2738569515","https://openalex.org/W2741751553","https://openalex.org/W2742144412","https://openalex.org/W2742330194","https://openalex.org/W2758863782","https://openalex.org/W2765368340","https://openalex.org/W2766258773","https://openalex.org/W2767281261","https://openalex.org/W2786080195","https://openalex.org/W2788017153","https://openalex.org/W2789734131","https://openalex.org/W2791544114","https://openalex.org/W2796906304","https://openalex.org/W2807044585","https://openalex.org/W2810971703","https://openalex.org/W2886296190","https://openalex.org/W2886822003","https://openalex.org/W2891404605","https://openalex.org/W2894634079","https://openalex.org/W2898096170","https://openalex.org/W2898962507","https://openalex.org/W2899183570","https://openalex.org/W2902600998","https://openalex.org/W2902849725","https://openalex.org/W2911635754","https://openalex.org/W2911715381","https://openalex.org/W2913880216","https://openalex.org/W2924227205","https://openalex.org/W2924988155","https://openalex.org/W2928801983","https://openalex.org/W2937960099","https://openalex.org/W2943012941","https://openalex.org/W2944480943","https://openalex.org/W2944575651","https://openalex.org/W2945928904","https://openalex.org/W2950637370","https://openalex.org/W2951976109","https://openalex.org/W2954405932","https://openalex.org/W2962760543","https://openalex.org/W2962788915","https://openalex.org/W2963195304","https://openalex.org/W2963877803","https://openalex.org/W2964075190","https://openalex.org/W2965768238","https://openalex.org/W2969898746","https://openalex.org/W2974587494","https://openalex.org/W2980838074","https://openalex.org/W2981079682","https://openalex.org/W2996635575","https://openalex.org/W2998395006","https://openalex.org/W3000204454","https://openalex.org/W3005212272","https://openalex.org/W3006978394","https://openalex.org/W3009668479","https://openalex.org/W3013852067","https://openalex.org/W3023069950","https://openalex.org/W3041777791","https://openalex.org/W3082597961","https://openalex.org/W3101636108","https://openalex.org/W3102444842","https://openalex.org/W3104198947","https://openalex.org/W3104226436","https://openalex.org/W3104929557","https://openalex.org/W3106300911","https://openalex.org/W3121147158","https://openalex.org/W3121832015","https://openalex.org/W3122709423","https://openalex.org/W3142588439","https://openalex.org/W4238452917","https://openalex.org/W4244387885","https://openalex.org/W4250884797","https://openalex.org/W6631138889","https://openalex.org/W6683137221","https://openalex.org/W6684375796","https://openalex.org/W6698212501","https://openalex.org/W6755894511","https://openalex.org/W6761446904","https://openalex.org/W6782410998"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W4394895745","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W2120116197","https://openalex.org/W159653547"],"abstract_inverted_index":{"The":[0],"pervasive":[1],"diffusion":[2],"of":[3,11,30,50,80,110],"Social":[4],"Networks":[5],"(SN)":[6],"produced":[7],"an":[8],"unprecedented":[9],"amount":[10,29],"heterogeneous":[12],"data.":[13],"Thus,":[14],"traditional":[15],"approaches":[16],"quickly":[17],"became":[18],"unpractical":[19],"for":[20,71,116],"real":[21],"life":[22],"applications":[23],"due":[24],"their":[25],"intrinsic":[26],"properties:":[27],"large":[28],"user-generated":[31],"data":[32,38,53,111],"(text,":[33],"video,":[34],"image":[35],"and":[36,40,74,90],"audio),":[37],"heterogeneity":[39],"high":[41],"speed":[42],"generation":[43],"rate.":[44],"More":[45],"in":[46,77,103],"detail,":[47],"the":[48,78,100,113],"analysis":[49],"user":[51,82,84],"generated":[52],"by":[54],"popular":[55],"social":[56],"networks":[57],"(i.e":[58],"Facebook":[59],"(https://www.facebook.com/),":[60],"Twitter":[61],"(https://www.twitter.com/),":[62],"Instagram":[63],"(https://www.instagram.com/),":[64],"LinkedIn":[65],"(https://www.linkedin.com/))":[66],"poses":[67],"quite":[68],"intriguing":[69],"challenges":[70],"both":[72],"research":[73],"industry":[75],"communities":[76],"task":[79],"analyzing":[81],"behavior,":[83],"interactions,":[85],"link":[86],"evolution,":[87],"opinion":[88],"spreading":[89],"several":[91],"other":[92],"important":[93],"aspects.":[94],"This":[95],"survey":[96],"will":[97],"focus":[98],"on":[99,107],"analyses":[101],"performed":[102],"last":[104],"two":[105],"decades":[106],"these":[108],"kind":[109],"w.r.t.":[112],"dimensions":[114],"defined":[115],"Big":[117,123],"Data":[118,124],"paradigm":[119],"(the":[120],"so":[121],"called":[122],"6":[125],"V's).":[126]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":26},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
