{"id":"https://openalex.org/W4410213583","doi":"https://doi.org/10.1186/s42492-025-00193-y","title":"Graph visualization efficiency of popular web-based libraries","display_name":"Graph visualization efficiency of popular web-based libraries","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410213583","doi":"https://doi.org/10.1186/s42492-025-00193-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/40338410"},"language":"en","primary_location":{"id":"doi:10.1186/s42492-025-00193-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-025-00193-y","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-025-00193-y","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-025-00193-y","any_repository_has_fulltext":true},"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":false,"raw_author_name":"Xin Zhao","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100328995","display_name":"Xuan Wang","orcid":"https://orcid.org/0000-0002-3512-0649"},"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":"Xuan Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104169262","display_name":"Xianzhe Zou","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":"Xianzhe Zou","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Huiming Liang","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":"Huiming Liang","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071662958","display_name":"Genghuai Bai","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":"Genghuai Bai","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ning Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210160629","display_name":"China Information Technology Security Evaluation Center","ror":"https://ror.org/053cexp66","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210160629"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Zhang","raw_affiliation_strings":["QAX Security Center, Qi An Xin Technology Group Inc., Beijing, 100044, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"QAX Security Center, Qi An Xin Technology Group Inc., Beijing, 100044, China","institution_ids":["https://openalex.org/I4210160629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101679876","display_name":"Xin Huang","orcid":"https://orcid.org/0000-0002-6648-6678"},"institutions":[{"id":"https://openalex.org/I4210160629","display_name":"China Information Technology Security Evaluation Center","ror":"https://ror.org/053cexp66","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210160629"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Huang","raw_affiliation_strings":["QAX Security Center, Qi An Xin Technology Group Inc., Beijing, 100044, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"QAX Security Center, Qi An Xin Technology Group Inc., Beijing, 100044, China","institution_ids":["https://openalex.org/I4210160629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100736732","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":["School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, 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":["School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China. zhaoying@csu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0002-4200-5200","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, 410083, Hunan, China. zhaoying@csu.edu.cn","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5311,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.82121702,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"8","issue":"1","first_page":"12","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9944000244140625,"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/T10742","display_name":"Peer-to-Peer Network Technologies","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8531413078308105},{"id":"https://openalex.org/keywords/graph-layout","display_name":"Graph Layout","score":0.628214955329895},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.5763740539550781},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5566801428794861},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.49112173914909363},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4814735949039459},{"id":"https://openalex.org/keywords/graph-drawing","display_name":"Graph drawing","score":0.46869397163391113},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.4545024335384369},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.41566234827041626},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39731574058532715},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3797473907470703},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.24318107962608337}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8531413078308105},{"id":"https://openalex.org/C2911174283","wikidata":"https://www.wikidata.org/wiki/Q739462","display_name":"Graph Layout","level":4,"score":0.628214955329895},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.5763740539550781},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5566801428794861},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.49112173914909363},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4814735949039459},{"id":"https://openalex.org/C112953755","wikidata":"https://www.wikidata.org/wiki/Q739462","display_name":"Graph drawing","level":3,"score":0.46869397163391113},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.4545024335384369},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.41566234827041626},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39731574058532715},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3797473907470703},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.24318107962608337}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s42492-025-00193-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-025-00193-y","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-025-00193-y","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},{"id":"pmid:40338410","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40338410","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":"Visual computing for industry, biomedicine, and art","raw_type":null},{"id":"pmh:oai:doaj.org/article:a2b5d32213ee4149b02837f64d2f3943","is_oa":true,"landing_page_url":"https://doaj.org/article/a2b5d32213ee4149b02837f64d2f3943","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Visual Computing for Industry, Biomedicine, and Art, Vol 8, Iss 1, Pp 1-17 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12061801","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12061801","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"Vis Comput Ind Biomed Art","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s42492-025-00193-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42492-025-00193-y","pdf_url":"https://vciba.springeropen.com/counter/pdf/10.1186/s42492-025-00193-y","source":{"id":"https://openalex.org/S3035464634","display_name":"Visual Computing for Industry Biomedicine and Art","issn_l":"2096-496X","issn":["2096-496X","2524-4442"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Visual Computing for Industry, Biomedicine, and Art","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1050235802","display_name":null,"funder_award_id":"62272480, 62472444","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6666734577","display_name":null,"funder_award_id":"62272480","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6890774982","display_name":null,"funder_award_id":"62472444","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410213583.pdf","grobid_xml":"https://content.openalex.org/works/W4410213583.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1564330171","https://openalex.org/W1966245220","https://openalex.org/W1980082463","https://openalex.org/W1995213405","https://openalex.org/W1999736981","https://openalex.org/W2000087119","https://openalex.org/W2009664208","https://openalex.org/W2026729066","https://openalex.org/W2028695285","https://openalex.org/W2067288944","https://openalex.org/W2068306188","https://openalex.org/W2079589956","https://openalex.org/W2094260906","https://openalex.org/W2095011064","https://openalex.org/W2096826541","https://openalex.org/W2112090702","https://openalex.org/W2132022337","https://openalex.org/W2135415614","https://openalex.org/W2147468287","https://openalex.org/W2165829871","https://openalex.org/W2167482691","https://openalex.org/W2240067561","https://openalex.org/W2294347342","https://openalex.org/W2296393131","https://openalex.org/W2342460262","https://openalex.org/W2345215667","https://openalex.org/W2345907131","https://openalex.org/W2469279958","https://openalex.org/W2515800447","https://openalex.org/W2522107234","https://openalex.org/W2736887218","https://openalex.org/W2740072858","https://openalex.org/W2803317679","https://openalex.org/W2806734095","https://openalex.org/W2810473789","https://openalex.org/W2885264136","https://openalex.org/W2891375907","https://openalex.org/W2928557799","https://openalex.org/W2948464319","https://openalex.org/W3028304854","https://openalex.org/W3092277776","https://openalex.org/W3092695393","https://openalex.org/W3108305122","https://openalex.org/W3133595242","https://openalex.org/W3149637534","https://openalex.org/W3193977194","https://openalex.org/W3198781804","https://openalex.org/W4200478361","https://openalex.org/W4229688471","https://openalex.org/W4249146457","https://openalex.org/W4311806312","https://openalex.org/W4311960573","https://openalex.org/W4316494517","https://openalex.org/W4362502060","https://openalex.org/W4387885653","https://openalex.org/W4391699485","https://openalex.org/W4396932206"],"related_works":["https://openalex.org/W2346931493","https://openalex.org/W2031908202","https://openalex.org/W2766563406","https://openalex.org/W3160329999","https://openalex.org/W2026729066","https://openalex.org/W2010800245","https://openalex.org/W2903996962","https://openalex.org/W2895526338","https://openalex.org/W4312076339","https://openalex.org/W2798726020"],"abstract_inverted_index":{"Web-based":[0],"libraries,":[1],"such":[2,34,45],"as":[3,35,46],"D3.js,":[4],"ECharts.js,":[5],"and":[6,39,53,122,153,165,182,208,212,237],"G6.js,":[7],"are":[8,66,115,178],"widely":[9],"used":[10],"to":[11,20,80,120,141,163,170,189,223],"generate":[12],"node-link":[13,256],"graph":[14,36,40,49,156,257],"visualizations.":[15,258],"These":[16,233],"libraries":[17,74,152,188,248],"allow":[18],"users":[19,119,241],"call":[21],"application":[22],"programming":[23],"interfaces":[24],"(APIs)":[25],"without":[26],"identifying":[27],"the":[28,31,81,94,143,179,187,191,196,206,210,226,245],"details":[29],"of":[30,63,83,96,109,145,155,199],"encapsulated":[32,84],"techniques":[33],"layout":[37,99],"algorithms":[38],"rendering":[41,102],"methods.":[42],"Efficiency":[43],"requirements,":[44],"visualizing":[47],"a":[48,60,70,97,105,125],"with":[50],"3k":[51],"nodes":[52],"4k":[54],"edges":[55],"within":[56],"1":[57,169],"min":[58],"at":[59],"frame":[61,183],"rate":[62],"30":[64],"fps,":[65],"crucial":[67],"for":[68,117,255],"selecting":[69,244],"proper":[71],"library":[72,201],"because":[73],"generally":[75],"present":[76,219],"different":[77],"characteristics":[78,198],"owing":[79],"diversity":[82],"techniques.":[85],"However,":[86],"existing":[87],"studies":[88],"have":[89],"mainly":[90],"focused":[91],"on":[92,205,250],"verifying":[93],"advantages":[95],"new":[98],"algorithm":[100],"or":[101],"method":[103],"from":[104,161,168],"theoretical":[106],"viewpoint":[107],"independent":[108],"specific":[110,252],"web-based":[111,146,247],"libraries.":[112,147],"Their":[113],"conclusions":[114],"difficult":[116],"end":[118],"understand":[121],"utilize.":[123],"Therefore,":[124],"trial-and-error":[126],"selection":[127],"process":[128],"is":[129],"required.":[130],"This":[131],"study":[132],"addresses":[133],"this":[134],"gap":[135],"by":[136],"conducting":[137],"an":[138],"empirical":[139],"experiment":[140,149],"evaluate":[142],"performance":[144,197],"The":[148,175,193],"involves":[150],"popular":[151],"hundreds":[154],"datasets":[157],"covering":[158],"node":[159],"scales":[160],"100":[162],"200k":[164],"edge-to-node":[166],"ratios":[167],"10":[171],"(including":[172],"complete":[173],"graphs).":[174],"experimental":[176],"results":[177,207,211],"time":[180],"costs":[181],"rates":[184],"recorded":[185],"using":[186],"visualize":[190],"datasets.":[192],"authors":[194],"analyze":[195],"each":[200],"in":[202,231,242],"depth":[203],"based":[204,249],"organize":[209],"findings":[213],"into":[214],"application-oriented":[215],"guidelines.":[216],"Additionally,":[217],"they":[218],"three":[220],"usage":[221],"cases":[222],"illustrate":[224],"how":[225],"guidelines":[227,234],"can":[228],"be":[229],"applied":[230],"practice.":[232],"offer":[235],"user-friendly":[236],"reliable":[238],"recommendations,":[239],"aiding":[240],"quickly":[243],"desired":[246],"their":[251],"efficiency":[253],"requirements":[254]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
