{"id":"https://openalex.org/W4401980057","doi":"https://doi.org/10.26599/bdma.2024.9020033","title":"SNCA: Semi-Supervised Node Classification for Evolving Large Attributed Graphs","display_name":"SNCA: Semi-Supervised Node Classification for Evolving Large Attributed Graphs","publication_year":2024,"publication_date":"2024-08-28","ids":{"openalex":"https://openalex.org/W4401980057","doi":"https://doi.org/10.26599/bdma.2024.9020033"},"language":"en","primary_location":{"id":"doi:10.26599/bdma.2024.9020033","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2024.9020033","pdf_url":null,"source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.26599/bdma.2024.9020033","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010086675","display_name":"Faima Abbasi","orcid":"https://orcid.org/0009-0001-7484-9256"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]},{"id":"https://openalex.org/I4210112527","display_name":"Luxembourg Institute of Science and Technology","ror":"https://ror.org/01t178j62","country_code":"LU","type":"education","lineage":["https://openalex.org/I4210112527"]}],"countries":["LU"],"is_corresponding":true,"raw_author_name":"Faima Abbasi","raw_affiliation_strings":["Luxembourg Institute of Science and Technology and University of Luxembourg,Esch-Sur-Alzette,Luxembourg,L-4362"],"affiliations":[{"raw_affiliation_string":"Luxembourg Institute of Science and Technology and University of Luxembourg,Esch-Sur-Alzette,Luxembourg,L-4362","institution_ids":["https://openalex.org/I4210112527","https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059028956","display_name":"Muhammad Muzammal","orcid":"https://orcid.org/0000-0001-8817-1629"},"institutions":[{"id":"https://openalex.org/I32394136","display_name":"Northumbria University","ror":"https://ror.org/049e6bc10","country_code":"GB","type":"education","lineage":["https://openalex.org/I32394136"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Muhammad Muzammal","raw_affiliation_strings":["Northumbria University,Department of Computer and Information Sciences,Newcastle,UK,NE1 8ST"],"affiliations":[{"raw_affiliation_string":"Northumbria University,Department of Computer and Information Sciences,Newcastle,UK,NE1 8ST","institution_ids":["https://openalex.org/I32394136"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010974487","display_name":"Qiang Qu","orcid":"https://orcid.org/0000-0001-5814-8460"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Qu","raw_affiliation_strings":["Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Shenzhen,China,518055"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences,Shenzhen,China,518055","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005093152","display_name":"Farhan Riaz","orcid":"https://orcid.org/0000-0002-8669-7165"},"institutions":[{"id":"https://openalex.org/I51532219","display_name":"University of Lincoln","ror":"https://ror.org/03yeq9x20","country_code":"GB","type":"education","lineage":["https://openalex.org/I51532219"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Farhan Riaz","raw_affiliation_strings":["School of Computer Science, University of Lincoln,Lincoln,UK,LN6 7TS"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Lincoln,Lincoln,UK,LN6 7TS","institution_ids":["https://openalex.org/I51532219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089828229","display_name":"Jawad Ashraf","orcid":"https://orcid.org/0000-0003-0944-9878"},"institutions":[{"id":"https://openalex.org/I66943878","display_name":"De Montfort University","ror":"https://ror.org/0312pnr83","country_code":"GB","type":"education","lineage":["https://openalex.org/I66943878"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jawad Ashraf","raw_affiliation_strings":["Faculty of Computing, Engineering and Media, De Montfort University,Leicester,UK,LE1 9BH"],"affiliations":[{"raw_affiliation_string":"Faculty of Computing, Engineering and Media, De Montfort University,Leicester,UK,LE1 9BH","institution_ids":["https://openalex.org/I66943878"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5010086675"],"corresponding_institution_ids":["https://openalex.org/I186903577","https://openalex.org/I4210112527"],"apc_list":null,"apc_paid":null,"fwci":1.3759,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.84179313,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"7","issue":"3","first_page":"794","last_page":"808"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.6359000205993652,"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":0.6359000205993652,"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/node","display_name":"Node (physics)","score":0.5787516236305237},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5052335858345032},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42371299862861633},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37648725509643555},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35443243384361267},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.3425208628177643},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3002784848213196},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1524176001548767},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.06266424059867859}],"concepts":[{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5787516236305237},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5052335858345032},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42371299862861633},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37648725509643555},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35443243384361267},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.3425208628177643},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3002784848213196},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1524176001548767},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.06266424059867859}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.26599/bdma.2024.9020033","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2024.9020033","pdf_url":null,"source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c9b18aab5ace49698fb45e624bd6185c","is_oa":true,"landing_page_url":"https://doaj.org/article/c9b18aab5ace49698fb45e624bd6185c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data Mining and Analytics, Vol 7, Iss 3, Pp 794-808 (2024)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/27284499","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/SNCA_Semi-Supervised_Node_Classification_for_Evolving_Large_Attributed_Graphs/27284499","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"},{"id":"pmh:oai:figshare.com:article/28194470","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.26599/bdma.2024.9020033","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2024.9020033","pdf_url":null,"source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6413074502","display_name":null,"funder_award_id":"2020YFA0909100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W2023981290","https://openalex.org/W2024218614","https://openalex.org/W2083392533","https://openalex.org/W2085040216","https://openalex.org/W2138399168","https://openalex.org/W2340079414","https://openalex.org/W2408141691","https://openalex.org/W2508137831","https://openalex.org/W2605255209","https://openalex.org/W2752213924","https://openalex.org/W2785951678","https://openalex.org/W2903036385","https://openalex.org/W2943736109","https://openalex.org/W2962756421","https://openalex.org/W2963239711","https://openalex.org/W2976893162","https://openalex.org/W2984680426","https://openalex.org/W2987154163","https://openalex.org/W2988232488","https://openalex.org/W2997686727","https://openalex.org/W3026423472","https://openalex.org/W3032306941","https://openalex.org/W3034457099","https://openalex.org/W3045237327","https://openalex.org/W3047504656","https://openalex.org/W3100330855","https://openalex.org/W3117562715","https://openalex.org/W3119620654","https://openalex.org/W3139034792","https://openalex.org/W3146833608","https://openalex.org/W3164338400","https://openalex.org/W3205331816","https://openalex.org/W3208506679","https://openalex.org/W4206970132","https://openalex.org/W4210987839","https://openalex.org/W4224313798","https://openalex.org/W4285270940","https://openalex.org/W4293057354","https://openalex.org/W4300963588","https://openalex.org/W4318822841","https://openalex.org/W4320009727","https://openalex.org/W4321092564","https://openalex.org/W4321483979","https://openalex.org/W4321766351","https://openalex.org/W4368340926","https://openalex.org/W4383468961","https://openalex.org/W6747987267","https://openalex.org/W6748529151","https://openalex.org/W6762143046","https://openalex.org/W6767121309","https://openalex.org/W6776045711","https://openalex.org/W6784568508"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"Attributed":[0,127],"graphs":[1,128,176],"have":[2],"an":[3,146],"additional":[4],"sign":[5,39],"vector":[6],"for":[7,173],"each":[8],"node.":[9],"Typically,":[10],"edge":[11,38,110],"signs":[12,111],"represent":[13],"like":[14],"or":[15],"dislike":[16],"relationship":[17],"between":[18,82],"the":[19,46,52,68,73,77,83,114,155,162,168,171],"node":[20,62,69,105,115],"pairs.":[21],"This":[22],"has":[23,138],"applications":[24],"in":[25,41,107,118,126,177],"domains,":[26],"such":[27],"as":[28],"recommender":[29],"systems,":[30],"personalised":[31],"search,":[32],"etc.":[33],"However,":[34],"limited":[35],"availability":[36],"of":[37,61,76,87,161,170],"information":[40],"attributed":[42,88,119,175],"networks":[43,89],"requires":[44],"inferring":[45],"underlying":[47,134],"graph":[48,78],"embeddings":[49],"to":[50,66,93,112,133,153],"fill-in":[51],"knowledge":[53],"gap.":[54],"Such":[55],"inference":[56],"is":[57,90,131],"performed":[58],"by":[59],"way":[60],"classification":[63,116],"which":[64],"aims":[65],"deduce":[67],"characteristics":[70],"based":[71],"on":[72,150],"topological":[74],"structure":[75],"and":[79,96,137,159],"signed":[80],"interactions":[81],"nodes.":[84],"The":[85,164],"study":[86,149],"challenging":[91],"due":[92],"noise,":[94,136],"sparsity,":[95],"class":[97,140],"imbalance":[98,141],"issues.":[99],"In":[100],"this":[101],"work,":[102],"we":[103],"consider":[104],"centrality":[106],"conjunction":[108],"with":[109],"contemplate":[113],"problem":[117],"networks.":[120],"We":[121,144],"propose":[122],"Semi-supervised":[123],"Node":[124],"Classification":[125],"(SNCA).":[129],"SNCA":[130],"robust":[132],"network":[135],"in-built":[139],"handling":[142],"capabilities.":[143],"perform":[145],"extensive":[147],"experimental":[148],"real-world":[151,178],"datasets":[152],"showcase":[154],"efficiency,":[156],"scalability,":[157],"robustness,":[158],"pertinence":[160],"solution.":[163],"performance":[165],"results":[166],"demonstrate":[167],"suitability":[169],"solution":[172],"large":[174],"settings.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}