{"id":"https://openalex.org/W2153940791","doi":"https://doi.org/10.1177/1473871612457601","title":"Visual analytics of movement: An overview of methods, tools and procedures","display_name":"Visual analytics of movement: An overview of methods, tools and procedures","publication_year":2012,"publication_date":"2012-09-05","ids":{"openalex":"https://openalex.org/W2153940791","doi":"https://doi.org/10.1177/1473871612457601","mag":"2153940791"},"language":"en","primary_location":{"id":"doi:10.1177/1473871612457601","is_oa":false,"landing_page_url":"https://doi.org/10.1177/1473871612457601","pdf_url":null,"source":{"id":"https://openalex.org/S55152591","display_name":"Information Visualization","issn_l":"1473-8716","issn":["1473-8716","1473-8724"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Visualization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://publica.fraunhofer.de/documents/N-234230.html","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057538550","display_name":"Natalia Andrienko","orcid":"https://orcid.org/0000-0003-3313-1560"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Natalia Andrienko","raw_affiliation_strings":["Fraunhofer Institute IAIS, Sankt Augustin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute IAIS, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022699013","display_name":"Gennady Andrienko","orcid":"https://orcid.org/0000-0002-8574-6295"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gennady Andrienko","raw_affiliation_strings":["Fraunhofer Institute IAIS, Sankt Augustin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute IAIS, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210144576"],"apc_list":null,"apc_paid":null,"fwci":20.0588,"has_fulltext":false,"cited_by_count":334,"citation_normalized_percentile":{"value":0.99531434,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"12","issue":"1","first_page":"3","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.984000027179718,"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/T10757","display_name":"Geographic Information Systems Studies","score":0.9751999974250793,"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/visual-analytics","display_name":"Visual analytics","score":0.90544593334198},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8189616203308105},{"id":"https://openalex.org/keywords/cultural-analytics","display_name":"Cultural analytics","score":0.7735653519630432},{"id":"https://openalex.org/keywords/interactive-visual-analysis","display_name":"Interactive visual analysis","score":0.7451035976409912},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7384994626045227},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7264060974121094},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6900436878204346},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.6077011227607727},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.5940231084823608},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4912366271018982},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4754638075828552},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.44491827487945557},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.42365407943725586},{"id":"https://openalex.org/keywords/semantic-analytics","display_name":"Semantic analytics","score":0.3304901719093323},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.285725474357605},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20585519075393677},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1937268078327179},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.1082913875579834},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.08978870511054993}],"concepts":[{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.90544593334198},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8189616203308105},{"id":"https://openalex.org/C545860419","wikidata":"https://www.wikidata.org/wiki/Q5193251","display_name":"Cultural analytics","level":5,"score":0.7735653519630432},{"id":"https://openalex.org/C99740376","wikidata":"https://www.wikidata.org/wiki/Q17092520","display_name":"Interactive visual analysis","level":4,"score":0.7451035976409912},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7384994626045227},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7264060974121094},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6900436878204346},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.6077011227607727},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.5940231084823608},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4912366271018982},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4754638075828552},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.44491827487945557},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.42365407943725586},{"id":"https://openalex.org/C148792806","wikidata":"https://www.wikidata.org/wiki/Q7449046","display_name":"Semantic analytics","level":4,"score":0.3304901719093323},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.285725474357605},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20585519075393677},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1937268078327179},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.1082913875579834},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.08978870511054993},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.0},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C130436687","wikidata":"https://www.wikidata.org/wiki/Q7978591","display_name":"Web modeling","level":3,"score":0.0},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1177/1473871612457601","is_oa":false,"landing_page_url":"https://doi.org/10.1177/1473871612457601","pdf_url":null,"source":{"id":"https://openalex.org/S55152591","display_name":"Information Visualization","issn_l":"1473-8716","issn":["1473-8716","1473-8724"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Visualization","raw_type":"journal-article"},{"id":"pmh:oai:openaccess.city.ac.uk:2856","is_oa":false,"landing_page_url":"https://openaccess.city.ac.uk/view/creators_id/natalia=2Eandrienko=2E1.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306401940","display_name":"City Research Online (City University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I180825142","host_organization_name":"City, University of London","host_organization_lineage":["https://openalex.org/I180825142"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:fraunhofer.de:N-234230","is_oa":true,"landing_page_url":"http://publica.fraunhofer.de/documents/N-234230.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer IAIS","raw_type":"Journal Article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/231811","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/231811","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"pmh:oai:fraunhofer.de:N-234230","is_oa":true,"landing_page_url":"http://publica.fraunhofer.de/documents/N-234230.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer IAIS","raw_type":"Journal Article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W36934568","https://openalex.org/W73405584","https://openalex.org/W100499533","https://openalex.org/W108067688","https://openalex.org/W1516293359","https://openalex.org/W1593641494","https://openalex.org/W1737853022","https://openalex.org/W1969301519","https://openalex.org/W1980799317","https://openalex.org/W1982173304","https://openalex.org/W1994311401","https://openalex.org/W2005948381","https://openalex.org/W2009658718","https://openalex.org/W2016652422","https://openalex.org/W2017767972","https://openalex.org/W2021705019","https://openalex.org/W2023289472","https://openalex.org/W2023846135","https://openalex.org/W2029661605","https://openalex.org/W2032334361","https://openalex.org/W2034235801","https://openalex.org/W2044145621","https://openalex.org/W2045434147","https://openalex.org/W2046252734","https://openalex.org/W2054322519","https://openalex.org/W2055635454","https://openalex.org/W2063989480","https://openalex.org/W2073575794","https://openalex.org/W2079647943","https://openalex.org/W2082616914","https://openalex.org/W2083930763","https://openalex.org/W2093352090","https://openalex.org/W2099077058","https://openalex.org/W2102427929","https://openalex.org/W2106588364","https://openalex.org/W2108075477","https://openalex.org/W2113694234","https://openalex.org/W2123880916","https://openalex.org/W2129449371","https://openalex.org/W2129449798","https://openalex.org/W2133136052","https://openalex.org/W2133649345","https://openalex.org/W2133946031","https://openalex.org/W2135586389","https://openalex.org/W2140381488","https://openalex.org/W2141115795","https://openalex.org/W2142675951","https://openalex.org/W2148420803","https://openalex.org/W2149842418","https://openalex.org/W2152670036","https://openalex.org/W2152754828","https://openalex.org/W2153553545","https://openalex.org/W2154969126","https://openalex.org/W2161587450","https://openalex.org/W2165907790","https://openalex.org/W2166279335","https://openalex.org/W2172232043","https://openalex.org/W2265629293","https://openalex.org/W2287263530","https://openalex.org/W2341937654","https://openalex.org/W2477822155","https://openalex.org/W2490986589","https://openalex.org/W3209890397","https://openalex.org/W4206558683","https://openalex.org/W4210445276","https://openalex.org/W4300999821"],"related_works":["https://openalex.org/W2167937298","https://openalex.org/W2153940791","https://openalex.org/W2138646726","https://openalex.org/W2018276586","https://openalex.org/W3023517071","https://openalex.org/W2181391231","https://openalex.org/W2518957967","https://openalex.org/W2744288354","https://openalex.org/W2229630036","https://openalex.org/W2484704575"],"abstract_inverted_index":{"Analysis":[0],"of":[1,15,21,62,66,104,107,116,137,140],"movement":[2,22,117],"is":[3],"currently":[4],"a":[5,63],"hot":[6],"research":[7],"topic":[8],"in":[9,27,58,83,110],"visual":[10,74,111,130],"analytics.":[11],"A":[12],"wide":[13],"variety":[14],"methods":[16,79],"and":[17,41,48,80,94],"tools":[18,81],"for":[19],"analysis":[20,61,115],"data":[23,37,67,88],"has":[24],"been":[25],"developed":[26,82],"recent":[28],"years.":[29],"They":[30],"allow":[31],"analysts":[32],"to":[33,87],"look":[34],"at":[35],"the":[36,105,108,114,121],"from":[38],"different":[39,129],"perspectives":[40],"fulfil":[42],"diverse":[43],"analytical":[44],"tasks.":[45],"Visual":[46,76],"displays":[47],"interactive":[49],"techniques":[50,132],"are":[51],"often":[52],"combined":[53],"with":[54,72],"computational":[55],"processing,":[56],"which,":[57],"particular,":[59],"enables":[60],"larger":[64],"number":[65],"than":[68],"would":[69],"be":[70],"possible":[71],"purely":[73],"methods.":[75],"analytics":[77,112,131],"leverages":[78],"other":[84],"areas":[85],"related":[86],"analytics,":[89],"particularly":[90],"statistics,":[91],"machine":[92],"learning":[93],"geographic":[95],"information":[96],"science.":[97],"We":[98],"present":[99],"an":[100],"illustrated":[101],"structured":[102],"survey":[103],"state":[106],"art":[109],"concerning":[113],"data.":[118],"Besides":[119],"reviewing":[120],"existing":[122],"works,":[123],"we":[124],"demonstrate,":[125],"using":[126],"examples,":[127],"how":[128],"can":[133],"support":[134],"our":[135],"understanding":[136],"various":[138],"aspects":[139],"movement.":[141]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":25},{"year":2020,"cited_by_count":31},{"year":2019,"cited_by_count":33},{"year":2018,"cited_by_count":29},{"year":2017,"cited_by_count":43},{"year":2016,"cited_by_count":37},{"year":2015,"cited_by_count":22},{"year":2014,"cited_by_count":22},{"year":2013,"cited_by_count":23},{"year":2012,"cited_by_count":3}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-10-10T00:00:00"}