{"id":"https://openalex.org/W19731434","doi":null,"title":"Investigating the Behaviour of Twitter Users to Construct an Individual-Level Model of Metropolitan Dynamics.","display_name":"Investigating the Behaviour of Twitter Users to Construct an Individual-Level Model of Metropolitan Dynamics.","publication_year":2012,"publication_date":"2012-09-01","ids":{"openalex":"https://openalex.org/W19731434","mag":"19731434"},"language":"en","primary_location":{"id":"mag:19731434","doi":null,"is_oa":false,"landing_page_url":"http://eprints.ncrm.ac.uk/3166/1/complex_city_twitter_Birkin_Malleson.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},"volume":null,"type":"article","indexed_in":[],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079978522","display_name":"Mark H. Birkin","orcid":"https://orcid.org/0000-0001-5991-098X","observed_orcids":["https://orcid.org/0000-0001-5991-098X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mark Birkin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5102063520","display_name":"Nicholas Malleson","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nicholas Malleson","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6777,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.88530698,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"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/T12325","display_name":"Urban Design and Spatial Analysis","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/twitter","display_name":"Twitter","score":0.8640000224113464},{"id":"https://openalex.org/keywords/social-network-data","display_name":"social network data","score":0.6060000061988831},{"id":"https://openalex.org/keywords/urban-dynamics","display_name":"urban dynamics","score":0.7170000076293945},{"id":"https://openalex.org/keywords/spatiotemporal-behavior","display_name":"spatiotemporal behavior","score":0.8759999871253967},{"id":"https://openalex.org/keywords/spatio-temporal-modeling","display_name":"spatio-temporal modeling","score":0.6259999871253967},{"id":"https://openalex.org/keywords/activity-classification","display_name":"activity classification","score":0.7350000143051147},{"id":"https://openalex.org/keywords/user-networks","display_name":"user networks","score":0.6629999876022339},{"id":"https://openalex.org/keywords/multi-agent-model","display_name":"multi-agent model","score":0.7179999947547913},{"id":"https://openalex.org/keywords/leed","display_name":"LEED","score":0.656000018119812},{"id":"https://openalex.org/keywords/urban-structure","display_name":"urban structure","score":0.4830000102519989}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6783088445663452},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6533429622650146},{"id":"https://openalex.org/C158739034","wikidata":"https://www.wikidata.org/wiki/Q1907114","display_name":"Metropolitan area","level":2,"score":0.6493934392929077},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6142471432685852},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.5690578818321228},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.5531694293022156},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.4720483720302582},{"id":"https://openalex.org/C67469775","wikidata":"https://www.wikidata.org/wiki/Q304922","display_name":"Social dynamics","level":2,"score":0.47080671787261963},{"id":"https://openalex.org/C151915977","wikidata":"https://www.wikidata.org/wiki/Q5937740","display_name":"Human dynamics","level":2,"score":0.4670252799987793},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.46026164293289185},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4542955458164215},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.4538224935531616},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.41602838039398193},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3448449373245239},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3177228569984436},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.2791985869407654},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19503933191299438},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.14637398719787598},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:19731434","doi":null,"is_oa":false,"landing_page_url":"http://eprints.ncrm.ac.uk/3166/1/complex_city_twitter_Birkin_Malleson.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.8787999749183655}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W49288413","https://openalex.org/W64736773","https://openalex.org/W166741661","https://openalex.org/W303171213","https://openalex.org/W607574715","https://openalex.org/W628601067","https://openalex.org/W1485293642","https://openalex.org/W1495515969","https://openalex.org/W1507434893","https://openalex.org/W1511275332","https://openalex.org/W1552408883","https://openalex.org/W1567066845","https://openalex.org/W1862634938","https://openalex.org/W1971867328","https://openalex.org/W1986555491","https://openalex.org/W1986696010","https://openalex.org/W1999829841","https://openalex.org/W2018277822","https://openalex.org/W2028085927","https://openalex.org/W2042783802","https://openalex.org/W2047942593","https://openalex.org/W2070935905","https://openalex.org/W2085230521","https://openalex.org/W2085619245","https://openalex.org/W2090209921","https://openalex.org/W2094083682","https://openalex.org/W2106232538","https://openalex.org/W2113630591","https://openalex.org/W2124304640","https://openalex.org/W2129431154","https://openalex.org/W2129905273","https://openalex.org/W2132874039","https://openalex.org/W2133649345","https://openalex.org/W2137985707","https://openalex.org/W2139734539","https://openalex.org/W2143115928","https://openalex.org/W2149415053","https://openalex.org/W2150704630","https://openalex.org/W2151389381","https://openalex.org/W2169223645","https://openalex.org/W2171283231","https://openalex.org/W2549412929","https://openalex.org/W2552259814","https://openalex.org/W2557628636","https://openalex.org/W2764433274"],"related_works":["https://openalex.org/W2043626163","https://openalex.org/W73958369","https://openalex.org/W3027417947","https://openalex.org/W2180940404","https://openalex.org/W2475616931","https://openalex.org/W3037094242","https://openalex.org/W2913033611","https://openalex.org/W23775735","https://openalex.org/W2738488870","https://openalex.org/W4408989784"],"abstract_inverted_index":{"In":[0,122],"this":[1,131],"paper,":[2],"consideration":[3],"is":[4,42,67,91,108,125],"given":[5],"to":[6,19,60,88,95,110],"the":[7,38,61,80,85,96,101,128],"use":[8],"of":[9,12,22,40,63,73,82,103,113,130,133,143],"new":[10],"forms":[11],"social":[13,134],"network":[14],"data":[15,54,135],"as":[16],"a":[17,32],"means":[18],"enrich\nour":[20],"understanding":[21],"complex":[23],"structures":[24],"and":[25,49,84,117,140,146],"activity":[26],"patterns":[27,51],"in":[28,37,52],"urban":[29],"areas.":[30],"Specifically,":[31],"sample":[33],"of\nTwitter":[34],"messages":[35],"(\u2018tweets\u2019)":[36],"city":[39,144],"Leeds":[41],"assembled":[43],"from":[44],"publicly":[45],"available":[46],"sources,":[47],"and\nspatial":[48],"temporal":[50],"these":[53],"are":[55],"demonstrated,":[56],"with":[57,93,137],"special":[58],"reference":[59,94],"geodemographic\nprofiles":[62],"service":[64],"users.":[65],"It":[66],"argued":[68],"that":[69,127],"classical":[70],"space-time":[71],"models":[72,142],"individual\nbehaviour":[74],"provide":[75,149],"one":[76],"possible":[77],"framework":[78],"for":[79,151],"interpretation":[81],"patterns,":[83],"process":[86],"of\nattempting":[87],"classify":[89],"activities":[90],"begun":[92],"geographical":[97],"distribution,":[98],"timing":[99],"and,\nimportantly,":[100],"content":[102],"messages.":[104],"Some":[105],"initial":[106],"analysis":[107,136],"undertaken":[109],"examine":[111],"emerging\nnetworks":[112],"interconnection":[114],"between":[115],"users":[116],"individual":[118],"users\u2019":[119],"spatio-temporal":[120],"behaviour.":[121],"the\ndiscussion,":[123],"it":[124],"suggested":[126],"integration":[129],"form":[132],"existing":[138],"microscale\nrepresentations":[139],"multi-agent":[141],"structure":[145],"dynamics":[147],"will":[148],"fertile\nground":[150],"future":[152],"research.":[153]},"counts_by_year":[{"year":2018,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-09-22T06:50:58.402377","created_date":"2016-06-24T00:00:00"}