{"id":"https://openalex.org/W4313012368","doi":"https://doi.org/10.1109/tkde.2022.3230743","title":"Revisiting Embedding Based Graph Analyses: Hyperparameters Matter!","display_name":"Revisiting Embedding Based Graph Analyses: Hyperparameters Matter!","publication_year":2022,"publication_date":"2022-12-20","ids":{"openalex":"https://openalex.org/W4313012368","doi":"https://doi.org/10.1109/tkde.2022.3230743"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2022.3230743","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2022.3230743","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5026625771","display_name":"Dingqi Yang","orcid":"https://orcid.org/0000-0002-6831-0422"},"institutions":[{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]},{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":true,"raw_author_name":"Dingqi Yang","raw_affiliation_strings":["State Key Laboratory of Internet of Things for Smart City, the Department of Computer and Information Science, University of Macau, Macau SAR, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Internet of Things for Smart City, the Department of Computer and Information Science, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016755046","display_name":"Bingqing Qu","orcid":"https://orcid.org/0000-0002-2000-5090"},"institutions":[{"id":"https://openalex.org/I12615008","display_name":"Beijing Normal University - Hong Kong Baptist University United International College","ror":"https://ror.org/04snvc712","country_code":"CN","type":"education","lineage":["https://openalex.org/I12615008"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingqing Qu","raw_affiliation_strings":["BNU-HKBU United International College, Zhuhai, China"],"affiliations":[{"raw_affiliation_string":"BNU-HKBU United International College, Zhuhai, China","institution_ids":["https://openalex.org/I12615008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000007380","display_name":"Rana Hussein","orcid":"https://orcid.org/0009-0000-2572-859X"},"institutions":[{"id":"https://openalex.org/I154338468","display_name":"University of Fribourg","ror":"https://ror.org/022fs9h90","country_code":"CH","type":"education","lineage":["https://openalex.org/I154338468"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Rana Hussein","raw_affiliation_strings":["Department of Informatics, University of Fribourg, Fribourg, Switzerland"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Fribourg, Fribourg, Switzerland","institution_ids":["https://openalex.org/I154338468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103045601","display_name":"Paolo Rosso","orcid":"https://orcid.org/0009-0008-7739-5668"},"institutions":[{"id":"https://openalex.org/I154338468","display_name":"University of Fribourg","ror":"https://ror.org/022fs9h90","country_code":"CH","type":"education","lineage":["https://openalex.org/I154338468"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Paolo Rosso","raw_affiliation_strings":["Department of Informatics, University of Fribourg, Fribourg, Switzerland"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Fribourg, Fribourg, Switzerland","institution_ids":["https://openalex.org/I154338468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028454093","display_name":"Philippe Cudr\u00e9-Mauroux","orcid":"https://orcid.org/0000-0003-2588-4212"},"institutions":[{"id":"https://openalex.org/I154338468","display_name":"University of Fribourg","ror":"https://ror.org/022fs9h90","country_code":"CH","type":"education","lineage":["https://openalex.org/I154338468"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Philippe Cudr\u00e9-Mauroux","raw_affiliation_strings":["Department of Informatics, University of Fribourg, Fribourg, Switzerland"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Fribourg, Fribourg, Switzerland","institution_ids":["https://openalex.org/I154338468"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100454052","display_name":"Jie Liu","orcid":"https://orcid.org/0000-0002-0750-1030"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Liu","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5026625771"],"corresponding_institution_ids":["https://openalex.org/I204512498","https://openalex.org/I6469544"],"apc_list":null,"apc_paid":null,"fwci":0.6628,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.7486875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"35","issue":"11","first_page":"11830","last_page":"11845"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9995999932289124,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9922000169754028,"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/T11478","display_name":"Caching and Content Delivery","score":0.9750999808311462,"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/hyperparameter","display_name":"Hyperparameter","score":0.8253786563873291},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7569984197616577},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6298753023147583},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5878992080688477},{"id":"https://openalex.org/keywords/power-graph-analysis","display_name":"Power graph analysis","score":0.5814267992973328},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5443233847618103},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.5158259272575378},{"id":"https://openalex.org/keywords/graph-embedding","display_name":"Graph embedding","score":0.48600658774375916},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4571613371372223},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41616857051849365}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.8253786563873291},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7569984197616577},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6298753023147583},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5878992080688477},{"id":"https://openalex.org/C106937863","wikidata":"https://www.wikidata.org/wiki/Q7236518","display_name":"Power graph analysis","level":3,"score":0.5814267992973328},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5443233847618103},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.5158259272575378},{"id":"https://openalex.org/C75564084","wikidata":"https://www.wikidata.org/wiki/Q5597085","display_name":"Graph embedding","level":3,"score":0.48600658774375916},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4571613371372223},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41616857051849365},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2022.3230743","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2022.3230743","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6621530241","display_name":null,"funder_award_id":"SRG2021-00002-IOTSC","funder_id":"https://openalex.org/F4320322841","funder_display_name":"Universidade de Macau"},{"id":"https://openalex.org/G7879051653","display_name":null,"funder_award_id":"683253/GraphInt","funder_id":"https://openalex.org/F4320334678","funder_display_name":"European Research Council"}],"funders":[{"id":"https://openalex.org/F4320322841","display_name":"Universidade de Macau","ror":"https://ror.org/01r4q9n85"},{"id":"https://openalex.org/F4320334678","display_name":"European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W205829674","https://openalex.org/W1589640982","https://openalex.org/W1614298861","https://openalex.org/W1615991656","https://openalex.org/W1888005072","https://openalex.org/W2022704179","https://openalex.org/W2026417691","https://openalex.org/W2046253692","https://openalex.org/W2090891622","https://openalex.org/W2105543219","https://openalex.org/W2116341502","https://openalex.org/W2125031621","https://openalex.org/W2127795553","https://openalex.org/W2138243089","https://openalex.org/W2154851992","https://openalex.org/W2387462954","https://openalex.org/W2393319904","https://openalex.org/W2411707397","https://openalex.org/W2415243320","https://openalex.org/W2579372251","https://openalex.org/W2604123379","https://openalex.org/W2743104969","https://openalex.org/W2767774008","https://openalex.org/W2788614083","https://openalex.org/W2808673780","https://openalex.org/W2808856341","https://openalex.org/W2808867307","https://openalex.org/W2808987817","https://openalex.org/W2809156873","https://openalex.org/W2809280072","https://openalex.org/W2892880750","https://openalex.org/W2896161497","https://openalex.org/W2913696439","https://openalex.org/W2914833637","https://openalex.org/W2951006102","https://openalex.org/W2962756421","https://openalex.org/W2962975498","https://openalex.org/W2963224980","https://openalex.org/W2964015378","https://openalex.org/W2964041447","https://openalex.org/W2966284335","https://openalex.org/W2966694634","https://openalex.org/W2976859544","https://openalex.org/W2978312033","https://openalex.org/W3007459044","https://openalex.org/W3007813770","https://openalex.org/W3008158350","https://openalex.org/W3012846531","https://openalex.org/W3032521456","https://openalex.org/W3033703561","https://openalex.org/W3098702884","https://openalex.org/W3103311102","https://openalex.org/W3104097132","https://openalex.org/W3153361501","https://openalex.org/W3156514659","https://openalex.org/W4211255160","https://openalex.org/W4291474301","https://openalex.org/W4294170691","https://openalex.org/W4294558607","https://openalex.org/W4298997816","https://openalex.org/W4322614756","https://openalex.org/W6608344535","https://openalex.org/W6636510571","https://openalex.org/W6678830454","https://openalex.org/W6678885109","https://openalex.org/W6680402377","https://openalex.org/W6682691769","https://openalex.org/W6726873649","https://openalex.org/W6730084236","https://openalex.org/W6732461846","https://openalex.org/W6738964360","https://openalex.org/W6767427508","https://openalex.org/W6773982107","https://openalex.org/W6778469937","https://openalex.org/W6779286075"],"related_works":["https://openalex.org/W3036264823","https://openalex.org/W3206528106","https://openalex.org/W2123605750","https://openalex.org/W2912814903","https://openalex.org/W2088740331","https://openalex.org/W2950907416","https://openalex.org/W3038102983","https://openalex.org/W2082479932","https://openalex.org/W2932872266","https://openalex.org/W4281484020"],"abstract_inverted_index":{"Graph":[0],"embeddings":[1],"have":[2],"been":[3],"widely":[4],"used":[5],"for":[6,32,78,86,142,185,198],"many":[7,20],"graph":[8,57,83,154,204],"analysis":[9,58],"tasks.":[10,59,161],"Mainstream":[11],"factorization-based":[12,80,92],"and":[13,22,35,81,93,99,112],"graph-sampling-based":[14,82,94],"embedding":[15,84,109,137,144,155,202],"learning":[16],"schemes":[17],"both":[18,79],"involve":[19],"hyperparameters":[21,34,77],"design":[23,36,90],"choices.":[24],"However,":[25],"existing":[26],"techniques":[27,55,85,95,145,156],"often":[28],"adopt":[29],"some":[30],"heuristics":[31],"these":[33,54,97,186],"choices":[37,131],"with":[38,106],"little":[39],"investigation":[40],"into":[41],"their":[42],"impact,":[43],"making":[44],"it":[45],"unclear":[46],"what":[47],"is":[48,167],"the":[49,70,121,134],"exact":[50],"performance":[51,122],"gains":[52,123],"of":[53,72,76,104,120,136,151,181],"on":[56,69,201],"Against":[60],"this":[61,63],"background,":[62],"paper":[64],"presents":[65],"a":[66,101,148,179],"systematic":[67],"study":[68],"impact":[71],"an":[73],"extensive":[74],"list":[75,180],"homogeneous":[87],"graphs.":[88],"We":[89,116],"generalized":[91],"involving":[96],"hyperparameters,":[98],"conduct":[100],"comprehensive":[102],"set":[103],"experiments":[105],"over":[107],"3,000":[108],"models":[110],"trained":[111],"evaluated":[113],"per":[114],"dataset.":[115],"reveal":[117],"that":[118,165],"much":[119],"are":[124],"indeed":[125,177],"due":[126],"to":[127],"optimal":[128],"hyperparameter":[129,140,170,187],"settings/design":[130,188],"rather":[132],"than":[133],"sophistication":[135],"models;":[138],"appropriate":[139],"settings":[141],"typical":[143],"can":[146,176,193],"outperform":[147],"sizeable":[149],"collection":[150],"18":[152],"state-of-the-art":[153],"by":[157],"0.30-35.41%":[158],"across":[159,172],"different":[160],"Moreover,":[162],"we":[163,175,191],"find":[164],"there":[166],"no":[168],"one-size-fits-all":[169],"setting":[171],"tasks,":[173],"but":[174],"provide":[178],"task-specific":[182],"practical":[183],"recommendations":[184],"choices,":[189],"which":[190],"believe":[192],"serve":[194],"as":[195],"important":[196],"guidelines":[197],"future":[199],"research":[200],"based":[203],"analyses.":[205]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
