{"id":"https://openalex.org/W4318187164","doi":"https://doi.org/10.1109/bigdata55660.2022.10020377","title":"Graph Clustering Using Node Embeddings: An Empirical Study","display_name":"Graph Clustering Using Node Embeddings: An Empirical Study","publication_year":2022,"publication_date":"2022-12-17","ids":{"openalex":"https://openalex.org/W4318187164","doi":"https://doi.org/10.1109/bigdata55660.2022.10020377"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata55660.2022.10020377","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bigdata55660.2022.10020377","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"2022 IEEE International Conference on Big Data (Big Data)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-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/A5102165654","display_name":"Mahdi Ghanbari","orcid":null},"institutions":[{"id":"https://openalex.org/I158248296","display_name":"Amirkabir University of Technology","ror":"https://ror.org/04gzbav43","country_code":"IR","type":"education","lineage":["https://openalex.org/I158248296"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Mahdi Ghanbari","raw_affiliation_strings":["Amirkabir University of Technology (Tehran Polytechnic),Department of Computer Engineering,Tehran,Iran","Department of Computer Engineering, Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Amirkabir University of Technology (Tehran Polytechnic),Department of Computer Engineering,Tehran,Iran","institution_ids":["https://openalex.org/I158248296"]},{"raw_affiliation_string":"Department of Computer Engineering, Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran","institution_ids":["https://openalex.org/I158248296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049221896","display_name":"Mostafa Haghir Chehreghani","orcid":"https://orcid.org/0000-0003-3436-0541"},"institutions":[{"id":"https://openalex.org/I158248296","display_name":"Amirkabir University of Technology","ror":"https://ror.org/04gzbav43","country_code":"IR","type":"education","lineage":["https://openalex.org/I158248296"]},{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]}],"countries":["IR","SE"],"is_corresponding":false,"raw_author_name":"Mostafa Haghir Chehreghani","raw_affiliation_strings":["Amirkabir University of Technology (Tehran Polytechnic),Department of Computer Engineering,Tehran,Iran","Chalmers University of Technology,Department of Computer Science and Engineering,Gothenburg,Sweden","Department of Computer Engineering, Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Amirkabir University of Technology (Tehran Polytechnic),Department of Computer Engineering,Tehran,Iran","institution_ids":["https://openalex.org/I158248296"]},{"raw_affiliation_string":"Chalmers University of Technology,Department of Computer Science and Engineering,Gothenburg,Sweden","institution_ids":["https://openalex.org/I66862912"]},{"raw_affiliation_string":"Department of Computer Engineering, Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran","institution_ids":["https://openalex.org/I158248296"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103015876","display_name":"Morteza Haghir Chehreghani","orcid":"https://orcid.org/0000-0002-2912-7422"},"institutions":[{"id":"https://openalex.org/I158248296","display_name":"Amirkabir University of Technology","ror":"https://ror.org/04gzbav43","country_code":"IR","type":"education","lineage":["https://openalex.org/I158248296"]},{"id":"https://openalex.org/I66862912","display_name":"Chalmers University of Technology","ror":"https://ror.org/040wg7k59","country_code":"SE","type":"education","lineage":["https://openalex.org/I66862912"]}],"countries":["IR","SE"],"is_corresponding":false,"raw_author_name":"Morteza Haghir Chehreghani","raw_affiliation_strings":["Amirkabir University of Technology (Tehran Polytechnic),Department of Computer Engineering,Tehran,Iran","Chalmers University of Technology,Department of Computer Science and Engineering,Gothenburg,Sweden","Department of Computer Science and Engineering, Chalmers University of Technology, Gothenburg, Sweden"],"affiliations":[{"raw_affiliation_string":"Amirkabir University of Technology (Tehran Polytechnic),Department of Computer Engineering,Tehran,Iran","institution_ids":["https://openalex.org/I158248296"]},{"raw_affiliation_string":"Chalmers University of Technology,Department of Computer Science and Engineering,Gothenburg,Sweden","institution_ids":["https://openalex.org/I66862912"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Chalmers University of Technology, Gothenburg, Sweden","institution_ids":["https://openalex.org/I66862912"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102165654"],"corresponding_institution_ids":["https://openalex.org/I158248296"],"apc_list":null,"apc_paid":null,"fwci":0.2912,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.51132075,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9997000098228455,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9864000082015991,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.82358318567276},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.7308723330497742},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6125746965408325},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.55618816614151},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5360413193702698},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.527150571346283},{"id":"https://openalex.org/keywords/clustering-coefficient","display_name":"Clustering coefficient","score":0.453662246465683},{"id":"https://openalex.org/keywords/graph-embedding","display_name":"Graph embedding","score":0.41482800245285034},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3534831404685974},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3416185677051544},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.33753806352615356},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30243635177612305}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.82358318567276},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.7308723330497742},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6125746965408325},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.55618816614151},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5360413193702698},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.527150571346283},{"id":"https://openalex.org/C22047676","wikidata":"https://www.wikidata.org/wiki/Q898680","display_name":"Clustering coefficient","level":3,"score":0.453662246465683},{"id":"https://openalex.org/C75564084","wikidata":"https://www.wikidata.org/wiki/Q5597085","display_name":"Graph embedding","level":3,"score":0.41482800245285034},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3534831404685974},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3416185677051544},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.33753806352615356},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30243635177612305},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bigdata55660.2022.10020377","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bigdata55660.2022.10020377","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"2022 IEEE International Conference on Big Data (Big Data)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},{"id":"pmh:oai:research.chalmers.se:534708","is_oa":false,"landing_page_url":"https://research.chalmers.se/en/publication/534708","pdf_url":null,"source":{"id":"https://openalex.org/S4306402469","display_name":"Chalmers Research (Chalmers University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66862912","host_organization_name":"Chalmers University of Technology","host_organization_lineage":["https://openalex.org/I66862912"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1602847949","https://openalex.org/W2023251028","https://openalex.org/W2047940964","https://openalex.org/W2065411115","https://openalex.org/W2142535891","https://openalex.org/W2153959628","https://openalex.org/W2156718197","https://openalex.org/W2168190036","https://openalex.org/W2387462954","https://openalex.org/W2747329762","https://openalex.org/W2907492528","https://openalex.org/W2962756421","https://openalex.org/W2963224980","https://openalex.org/W2971865858","https://openalex.org/W2976859544","https://openalex.org/W3022736509","https://openalex.org/W3034353423","https://openalex.org/W3049472892","https://openalex.org/W3102554291","https://openalex.org/W3159855051","https://openalex.org/W4206611408","https://openalex.org/W4213251304","https://openalex.org/W4221001963","https://openalex.org/W4238805501","https://openalex.org/W4250042253","https://openalex.org/W6636029316","https://openalex.org/W6637131181","https://openalex.org/W6668990524","https://openalex.org/W6683161245","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6745537798","https://openalex.org/W6763813028"],"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":{"A":[0],"technique":[1],"that":[2,79,99,130],"has":[3],"recently":[4],"become":[5],"popular":[6,91],"to":[7,70,117],"analyze":[8],"graph":[9,16],"data":[10,92],"is":[11,49],"node":[12,20,25],"embedding":[13,41,62,76,121],"learning.":[14],"Many":[15],"problems,":[17],"such":[18,82],"as":[19,83],"classification,":[21],"link":[22],"prediction":[23],"and":[24,87,89,126],"clustering,":[26],"can":[27,114],"be":[28,115],"solved":[29],"using":[30],"these":[31],"embeddings.":[32],"However,":[33],"in":[34,65,134],"the":[35,37,58,100,110,127,131,135],"literature":[36],"efficiency":[38,59],"of":[39,60,102,120],"different":[40,46],"generation":[42,63,77],"algorithms":[43,48,64,78],"paired":[44],"with":[45,67,107],"clustering":[47,68,93],"not":[50],"extensively":[51],"investigated.":[52],"In":[53],"this":[54],"paper,":[55],"we":[56],"study":[57],"well-known":[61],"combination":[66,101],"algorithms,":[69],"detect":[71],"communities.":[72],"We":[73],"consider":[74],"four":[75],"use":[80],"mechanisms":[81],"convolution,":[84],"attention,":[85],"inductivity":[86],"shallowness;":[88],"three":[90],"algorithms.":[94],"Our":[95],"experimental":[96],"results":[97],"reveal":[98],"GraphSAGE":[103,125],"(that":[104],"uses":[105],"inductivity)":[106],"KMeans++":[108],"yields":[109],"best":[111],"results.":[112],"This":[113],"due":[116],"high":[118],"quality":[119],"vectors":[122],"generated":[123],"by":[124],"regular":[128],"shapes":[129],"embeddings":[132],"find":[133],"vector":[136],"space.":[137]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
