{"id":"https://openalex.org/W4410294731","doi":"https://doi.org/10.1109/tvcg.2025.3567129","title":"Investigating Visual Perception of Degree Centrality in Graph Visualization","display_name":"Investigating Visual Perception of Degree Centrality in Graph Visualization","publication_year":2025,"publication_date":"2025-05-12","ids":{"openalex":"https://openalex.org/W4410294731","doi":"https://doi.org/10.1109/tvcg.2025.3567129","pmid":"https://pubmed.ncbi.nlm.nih.gov/40354207"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2025.3567129","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3567129","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":["crossref","pubmed"],"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/A5101923282","display_name":"Xin Zhao","orcid":"https://orcid.org/0000-0001-6207-5401"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Zhao","raw_affiliation_strings":["Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072670939","display_name":"Shuowen Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuowen Fu","raw_affiliation_strings":["Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064183268","display_name":"Rui Yang","orcid":"https://orcid.org/0000-0002-7892-2748"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Yang","raw_affiliation_strings":["Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101589865","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0001-6070-8332"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Yang","raw_affiliation_strings":["Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yunpeng Chen","orcid":"https://orcid.org/0009-0008-7373-3447"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunpeng Chen","raw_affiliation_strings":["Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422956","display_name":"Jiang Zhang","orcid":"https://orcid.org/0000-0003-0435-655X"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Zhang","raw_affiliation_strings":["Huawei Cloud Computing Technologies Company Ltd., Shenzhen, China","Huawei Cloud Computing Technologies Co., Ltd, China"],"affiliations":[{"raw_affiliation_string":"Huawei Cloud Computing Technologies Company Ltd., Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Huawei Cloud Computing Technologies Co., Ltd, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023889186","display_name":"Jiang Long","orcid":"https://orcid.org/0000-0001-6571-0589"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Long","raw_affiliation_strings":["Huawei Cloud Computing Technologies Company Ltd., Shenzhen, China","Huawei Cloud Computing Technologies Co., Ltd, China"],"affiliations":[{"raw_affiliation_string":"Huawei Cloud Computing Technologies Company Ltd., Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Huawei Cloud Computing Technologies Co., Ltd, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Fangfang Zhou","orcid":"https://orcid.org/0000-0002-4760-0551"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangfang Zhou","raw_affiliation_strings":["Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071560359","display_name":"Ying Zhao","orcid":"https://orcid.org/0000-0002-4200-5200"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Zhao","raw_affiliation_strings":["Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5101923282"],"corresponding_institution_ids":["https://openalex.org/I139660479"],"apc_list":null,"apc_paid":null,"fwci":3.5756,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92637452,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"31","issue":"6","first_page":"3679","last_page":"3692"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9991999864578247,"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":0.9991999864578247,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.921999990940094,"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":0.7611279487609863},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.7157362699508667},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.630850613117218},{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.6265785694122314},{"id":"https://openalex.org/keywords/degree","display_name":"Degree (music)","score":0.5444790124893188},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5311393141746521},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5104893445968628},{"id":"https://openalex.org/keywords/information-visualization","display_name":"Information visualization","score":0.49445319175720215},{"id":"https://openalex.org/keywords/graph-drawing","display_name":"Graph drawing","score":0.47519004344940186},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.4540000259876251},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37281981110572815},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.24448877573013306},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1141836941242218},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09726470708847046},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09401926398277283}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7611279487609863},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7157362699508667},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.630850613117218},{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.6265785694122314},{"id":"https://openalex.org/C2775997480","wikidata":"https://www.wikidata.org/wiki/Q586277","display_name":"Degree (music)","level":2,"score":0.5444790124893188},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5311393141746521},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5104893445968628},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.49445319175720215},{"id":"https://openalex.org/C112953755","wikidata":"https://www.wikidata.org/wiki/Q739462","display_name":"Graph drawing","level":3,"score":0.47519004344940186},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.4540000259876251},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37281981110572815},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.24448877573013306},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1141836941242218},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09726470708847046},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09401926398277283},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2025.3567129","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3567129","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:40354207","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40354207","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}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":84,"referenced_works":["https://openalex.org/W67385939","https://openalex.org/W1504716054","https://openalex.org/W1521554751","https://openalex.org/W1564330171","https://openalex.org/W1813708961","https://openalex.org/W1989228382","https://openalex.org/W1992250165","https://openalex.org/W1994022095","https://openalex.org/W1995213405","https://openalex.org/W1995667331","https://openalex.org/W1995782718","https://openalex.org/W1998703808","https://openalex.org/W2000493345","https://openalex.org/W2005011141","https://openalex.org/W2005111635","https://openalex.org/W2006611749","https://openalex.org/W2018934112","https://openalex.org/W2024982571","https://openalex.org/W2026729066","https://openalex.org/W2028695285","https://openalex.org/W2043105435","https://openalex.org/W2059556222","https://openalex.org/W2075220720","https://openalex.org/W2095011064","https://openalex.org/W2100083479","https://openalex.org/W2109684162","https://openalex.org/W2113330929","https://openalex.org/W2118328928","https://openalex.org/W2121515258","https://openalex.org/W2130790725","https://openalex.org/W2132774043","https://openalex.org/W2133167066","https://openalex.org/W2134697945","https://openalex.org/W2135415614","https://openalex.org/W2141177212","https://openalex.org/W2147468287","https://openalex.org/W2148606196","https://openalex.org/W2152245018","https://openalex.org/W2153039146","https://openalex.org/W2153889167","https://openalex.org/W2154851992","https://openalex.org/W2158378644","https://openalex.org/W2158453355","https://openalex.org/W2161555761","https://openalex.org/W2162918886","https://openalex.org/W2167482691","https://openalex.org/W2167869241","https://openalex.org/W2197525083","https://openalex.org/W2274716813","https://openalex.org/W2325681647","https://openalex.org/W2346993434","https://openalex.org/W2468929674","https://openalex.org/W2470757901","https://openalex.org/W2507350365","https://openalex.org/W2508528761","https://openalex.org/W2513488959","https://openalex.org/W2518167763","https://openalex.org/W2546157540","https://openalex.org/W2567277133","https://openalex.org/W2586653960","https://openalex.org/W2753739056","https://openalex.org/W2765203444","https://openalex.org/W2792550408","https://openalex.org/W2803095812","https://openalex.org/W2857341988","https://openalex.org/W2888705264","https://openalex.org/W2963289400","https://openalex.org/W2963604034","https://openalex.org/W2967748274","https://openalex.org/W2968865716","https://openalex.org/W3019546484","https://openalex.org/W3036950596","https://openalex.org/W3092277776","https://openalex.org/W3092695393","https://openalex.org/W3108305122","https://openalex.org/W3157999218","https://openalex.org/W3193977194","https://openalex.org/W4225161352","https://openalex.org/W4399283344","https://openalex.org/W6601609194","https://openalex.org/W6629873028","https://openalex.org/W6729983426","https://openalex.org/W6738964360","https://openalex.org/W6779839211"],"related_works":["https://openalex.org/W2362367986","https://openalex.org/W2020974618","https://openalex.org/W2151177154","https://openalex.org/W2148525144","https://openalex.org/W4295118869","https://openalex.org/W2765873974","https://openalex.org/W2013467770","https://openalex.org/W4246764483","https://openalex.org/W2138584026","https://openalex.org/W2156440763"],"abstract_inverted_index":{"Degree":[0],"centrality":[1],"(DC)":[2],"is":[3,18],"a":[4,19,68,89,94,123,192],"widely":[5],"used":[6,21],"metric":[7],"that":[8],"measures":[9],"node":[10,197],"importance":[11],"in":[12,30,43,122,199,221],"data":[13,62,101],"space.":[14,32,45],"A":[15,140],"node-link":[16,124],"diagram":[17,125],"commonly":[20],"graph":[22,34,75,95,230,239],"visualization":[23],"to":[24,92,146,157,237,241],"help":[25],"viewers":[26,112],"identify":[27],"important":[28,57,250],"nodes":[29,58,121,169],"visual":[31,44,64,84,103,127,131,135,175,188,201],"Previous":[33],"perception":[35,41,85,96],"studies":[36],"largely":[37],"concentrated":[38],"on":[39],"revealing":[40],"principles":[42],"However,":[46],"they":[47],"rarely":[48],"investigated":[49],"the":[50,83,115,119,148,159,165,178,184,187,194,200,205,208,212,235,243],"intrinsic":[51],"relations":[52],"between":[53,168,246],"computed":[54,247],"and":[55,63,73,102,196,207,248],"perceived":[56,249],"by":[59,98],"jointly":[60,99],"using":[61,100],"spaces,":[65],"thereby":[66],"hindering":[67],"deep":[69],"integration":[70],"of":[71,86,118,137,186,191,204,211],"computational":[72],"interactive":[74],"analytics.":[76],"To":[77],"address":[78],"this":[79],"gap,":[80],"we":[81],"adopted":[82],"DC":[87,166],"as":[88,183,233],"representative":[90],"object":[91],"conduct":[93],"study":[97],"spaces.":[104],"Two":[105],"research":[106],"questions":[107],"were":[108,170,180],"defined.":[109],"(RQ1)":[110],"Can":[111],"accurately":[113],"estimate":[114,158],"relative":[116,138,160],"DCs":[117,161],"given":[120],"through":[126],"perception?":[128],"(RQ2)":[129],"What":[130],"factors":[132,176,217],"influence":[133],"viewers'":[134],"estimation":[136],"DCs?":[139],"controlled":[141],"user":[142],"experiment":[143],"was":[144],"conducted":[145],"answer":[147],"questions.":[149],"Results":[150],"showed":[151],"that:":[152],"(1)":[153],"The":[154,216],"participants":[155],"failed":[156],"accurately,":[162],"particularly":[163],"when":[164],"differences":[167],"not":[171],"great.":[172],"(2)":[173],"Seven":[174],"influencing":[177],"tasks":[179],"summarized,":[181],"such":[182,232],"size":[185],"receptive":[189,202],"region":[190,203],"node,":[193,206],"link":[195],"densities":[198],"wrapping":[209],"angle":[210],"node's":[213],"neighbors.":[214],"(3)":[215],"presented":[218],"certain":[219],"priorities":[220],"complicated":[222],"situations.":[223],"These":[224],"findings":[225,236],"provide":[226],"rich":[227],"implications":[228],"for":[229],"analytics,":[231],"utilizing":[234],"optimize":[238],"visualizations":[240],"achieve":[242],"desired":[244],"consistency":[245],"nodes.":[251]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
