{"id":"https://openalex.org/W3070599041","doi":"https://doi.org/10.1109/tvcg.2020.3030459","title":"Scalability of Network Visualisation from a Cognitive Load Perspective","display_name":"Scalability of Network Visualisation from a Cognitive Load Perspective","publication_year":2020,"publication_date":"2020-12-10","ids":{"openalex":"https://openalex.org/W3070599041","doi":"https://doi.org/10.1109/tvcg.2020.3030459","mag":"3070599041","pmid":"https://pubmed.ncbi.nlm.nih.gov/33301404"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2020.3030459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2020.3030459","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2008.07944","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055507757","display_name":"Vahan Yoghourdjian","orcid":"https://orcid.org/0000-0002-2850-1339"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Vahan Yoghourdjian","raw_affiliation_strings":["Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050126617","display_name":"Yalong Yang","orcid":"https://orcid.org/0000-0001-9414-9911"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU","US"],"is_corresponding":false,"raw_author_name":"Yalong Yang","raw_affiliation_strings":["Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia","School of Engineering and Applied Sciences, Harvard University, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"School of Engineering and Applied Sciences, Harvard University, MA, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008149778","display_name":"Tim Dwyer","orcid":"https://orcid.org/0000-0002-9076-9571"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tim Dwyer","raw_affiliation_strings":["Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084091640","display_name":"Lee Lawrence","orcid":"https://orcid.org/0000-0002-1336-9136"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lee Lawrence","raw_affiliation_strings":["Faculty of Business and Economics, Monash University, Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Business and Economics, Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040517720","display_name":"Michael Wybrow","orcid":"https://orcid.org/0000-0001-5536-7780"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michael Wybrow","raw_affiliation_strings":["Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085695563","display_name":"Kim Marriott","orcid":"https://orcid.org/0000-0002-9813-0377"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kim Marriott","raw_affiliation_strings":["Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human-Centred Computing, Faculty of Information Technology, Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5004,"has_fulltext":false,"cited_by_count":57,"citation_normalized_percentile":{"value":0.90164192,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"27","issue":"2","first_page":"1677","last_page":"1687"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9984999895095825,"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":0.9984999895095825,"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/T12805","display_name":"Cognitive Science and Mapping","score":0.9793000221252441,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.8355844020843506},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6930669546127319},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6440703272819519},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.5851539373397827},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.47549283504486084},{"id":"https://openalex.org/keywords/cognitive-load","display_name":"Cognitive load","score":0.46602603793144226},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.41175633668899536},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3853724002838135},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21179130673408508},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.15954601764678955}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8355844020843506},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6930669546127319},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6440703272819519},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.5851539373397827},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.47549283504486084},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.46602603793144226},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.41175633668899536},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3853724002838135},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21179130673408508},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.15954601764678955},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003071","descriptor_name":"Cognition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/tvcg.2020.3030459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2020.3030459","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:33301404","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33301404","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":"IEEE transactions on visualization and computer graphics","raw_type":null},{"id":"pmh:oai:arXiv.org:2008.07944","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2008.07944","pdf_url":"https://arxiv.org/pdf/2008.07944","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2008.07944","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2008.07944","pdf_url":"https://arxiv.org/pdf/2008.07944","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6209650564","display_name":"Visualisation of large, complex networks through small, beautiful diagrams","funder_award_id":"DP140100077","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W245658","https://openalex.org/W93584175","https://openalex.org/W113635010","https://openalex.org/W148646981","https://openalex.org/W1521554751","https://openalex.org/W1573234480","https://openalex.org/W1855539512","https://openalex.org/W1911060607","https://openalex.org/W1913975410","https://openalex.org/W1968762089","https://openalex.org/W1971458834","https://openalex.org/W1976969221","https://openalex.org/W1981830842","https://openalex.org/W1982749930","https://openalex.org/W1987063546","https://openalex.org/W1989921625","https://openalex.org/W1994184572","https://openalex.org/W2004599511","https://openalex.org/W2008620264","https://openalex.org/W2014658719","https://openalex.org/W2040084725","https://openalex.org/W2060205664","https://openalex.org/W2062133771","https://openalex.org/W2065073464","https://openalex.org/W2081341882","https://openalex.org/W2091833930","https://openalex.org/W2096036274","https://openalex.org/W2098226206","https://openalex.org/W2098330912","https://openalex.org/W2098813016","https://openalex.org/W2101346800","https://openalex.org/W2102510864","https://openalex.org/W2103140580","https://openalex.org/W2104232207","https://openalex.org/W2107031757","https://openalex.org/W2107885267","https://openalex.org/W2124616769","https://openalex.org/W2130736456","https://openalex.org/W2141026840","https://openalex.org/W2143679330","https://openalex.org/W2147583576","https://openalex.org/W2149406594","https://openalex.org/W2149489806","https://openalex.org/W2155493403","https://openalex.org/W2155969378","https://openalex.org/W2157479314","https://openalex.org/W2165829871","https://openalex.org/W2166073443","https://openalex.org/W2171381161","https://openalex.org/W2385558581","https://openalex.org/W2511883439","https://openalex.org/W2578616969","https://openalex.org/W2732760206","https://openalex.org/W2759190050","https://openalex.org/W2783535593","https://openalex.org/W2787791465","https://openalex.org/W2891571448","https://openalex.org/W2896548965","https://openalex.org/W2899250176","https://openalex.org/W2941211162","https://openalex.org/W3037744086","https://openalex.org/W3104510077","https://openalex.org/W3149637534","https://openalex.org/W4242291765","https://openalex.org/W4242721106","https://openalex.org/W4244857585","https://openalex.org/W4255697435","https://openalex.org/W4299627282","https://openalex.org/W6604597100","https://openalex.org/W6665577251","https://openalex.org/W6684819708","https://openalex.org/W6748441020","https://openalex.org/W6756064364"],"related_works":["https://openalex.org/W2013728941","https://openalex.org/W4225274103","https://openalex.org/W2154046714","https://openalex.org/W2189613078","https://openalex.org/W2579659702","https://openalex.org/W2923661510","https://openalex.org/W1574055964","https://openalex.org/W1965329638","https://openalex.org/W2542318691","https://openalex.org/W3160708108"],"abstract_inverted_index":{"Node-link":[0],"diagrams":[1,56,162],"are":[2],"widely":[3],"used":[4],"to":[5,38,48,74,103,142,202],"visualise":[6],"networks.":[7],"However,":[8],"even":[9,169],"the":[10,21,87,90,130,137,155,220,237,261],"best":[11,131],"network":[12,88,139,224],"layout":[13,225],"algorithms":[14],"ultimately":[15],"result":[16],"in":[17,158,187],"'hairball'":[18],"visualisations":[19],"when":[20],"graph":[22],"reaches":[23],"a":[24,71,79,83,255],"certain":[25,203],"degree":[26],"of":[27,53,86,132,205,222,232,236,260],"complexity,":[28],"requiring":[29],"simplification":[30],"through":[31],"aggregation":[32],"or":[33,59,230,243],"interaction":[34],"(such":[35],"as":[36,228,241],"filtering)":[37],"remain":[39],"usable.":[40],"Until":[41],"now,":[42],"there":[43],"has":[44],"been":[45],"little":[46],"data":[47,182],"indicate":[49],"at":[50],"what":[51],"level":[52,204],"complexity":[54,62],"node-link":[55,161],"become":[57],"ineffective":[58],"how":[60],"visual":[61],"affects":[63],"cognitive":[64,198],"load.":[65],"To":[66,129],"this":[67,135],"end,":[68],"we":[69,183],"conducted":[70],"controlled":[72],"study":[73,141],"understand":[75],"workload":[76],"limits":[77],"for":[78],"task":[80,246],"that":[81,149,197,250],"requires":[82],"detailed":[84],"understanding":[85],"topology-finding":[89],"shortest":[91,156,238,262],"path":[92,157,239],"between":[93,190],"two":[94],"nodes.":[95,177],"We":[96,109,195,217,248],"tested":[97],"performance":[98,111],"on":[99,245],"graphs":[100,172],"with":[101,106,163,173],"25":[102],"175":[104],"nodes":[105,167],"varying":[107],"density.":[108],"collected":[110,180],"measures":[112,121],"(accuracy":[113],"and":[114,119,125,168,192,234],"response":[115],"time),":[116],"subjective":[117],"feedback,":[118],"physiological":[120,144],"(EEG,":[122],"pupil":[123],"dilation,":[124],"heart":[126],"rate":[127],"variability).":[128],"our":[133,179],"knowledge":[134],"is":[136],"first":[138],"visualisation":[140],"include":[143],"measures.":[145],"Our":[146],"results":[147],"show":[148],"people":[150],"have":[151],"significant":[152],"difficulty":[153,206],"finding":[154],"high":[159],"density":[160,171],"more":[164,174],"than":[165,175,258],"50":[166],"low":[170],"100":[176],"From":[178],"EEG":[181],"observe":[184],"functional":[185],"differences":[186],"brain":[188],"activity":[189],"hard":[191],"easy":[193],"tasks.":[194],"found":[196,249],"load":[199],"increased":[200],"up":[201],"after":[207],"which":[208],"it":[209],"decreased,":[210],"likely":[211],"because":[212],"participants":[213],"had":[214,254],"given":[215],"up.":[216],"also":[218],"explored":[219],"effects":[221],"global":[223,251],"features":[226,235,252],"such":[227,240],"size":[229],"number":[231],"crossings,":[233],"length":[242],"straightness":[244],"difficulty.":[247],"generally":[253],"greater":[256],"impact":[257],"those":[259],"path.":[263]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
