{"id":"https://openalex.org/W3003343804","doi":"https://doi.org/10.1109/indin41052.2019.8972117","title":"Sub-Graph Regularization for Scalable Semi-supervised Classification","display_name":"Sub-Graph Regularization for Scalable Semi-supervised Classification","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W3003343804","doi":"https://doi.org/10.1109/indin41052.2019.8972117","mag":"3003343804"},"language":"en","primary_location":{"id":"doi:10.1109/indin41052.2019.8972117","is_oa":false,"landing_page_url":"https://doi.org/10.1109/indin41052.2019.8972117","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 17th International Conference on Industrial Informatics (INDIN)","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":null,"display_name":"Mingbo Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mingbo Zhao","raw_affiliation_strings":["Donghua University,School of Information Science & Technology,Shanghai,P. R. China","School of Information Science & Technology, Donghua University, Shanghai, P. R. China"],"affiliations":[{"raw_affiliation_string":"Donghua University,School of Information Science & Technology,Shanghai,P. R. China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"School of Information Science & Technology, Donghua University, Shanghai, P. R. China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100333712","display_name":"Yue Zhang","orcid":"https://orcid.org/0000-0002-4017-3681"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Zhang","raw_affiliation_strings":["Donghua University,School of Information Science & Technology,Shanghai,P. R. China","School of Information Science & Technology, Donghua University, Shanghai, P. R. China"],"affiliations":[{"raw_affiliation_string":"Donghua University,School of Information Science & Technology,Shanghai,P. R. China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"School of Information Science & Technology, Donghua University, Shanghai, P. R. China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048492871","display_name":"Xue\u2010song Tang","orcid":"https://orcid.org/0000-0002-7594-2241"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue-Song Tang","raw_affiliation_strings":["Donghua University,School of Information Science & Technology,Shanghai,P. R. China","School of Information Science & Technology, Donghua University, Shanghai, P. R. China"],"affiliations":[{"raw_affiliation_string":"Donghua University,School of Information Science & Technology,Shanghai,P. R. China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"School of Information Science & Technology, Donghua University, Shanghai, P. R. China","institution_ids":["https://openalex.org/I181326427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18784391,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2019","issue":null,"first_page":"1488","last_page":"1491"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9975000023841858,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9975000023841858,"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/T10057","display_name":"Face and Expression Recognition","score":0.995199978351593,"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/T12676","display_name":"Machine Learning and ELM","score":0.9907000064849854,"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/computer-science","display_name":"Computer science","score":0.7464808225631714},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7324122190475464},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.6373513340950012},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.5491054058074951},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5083813071250916},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.48895227909088135},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4624190032482147},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.461040735244751}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7464808225631714},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7324122190475464},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6373513340950012},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.5491054058074951},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5083813071250916},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.48895227909088135},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4624190032482147},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.461040735244751},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/indin41052.2019.8972117","is_oa":false,"landing_page_url":"https://doi.org/10.1109/indin41052.2019.8972117","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 17th International Conference on Industrial Informatics (INDIN)","raw_type":"proceedings-article"},{"id":"mag:3041084729","is_oa":false,"landing_page_url":"https://jglobal.jst.go.jp/en/detail?JGLOBAL_ID=202002220220131673","pdf_url":null,"source":{"id":"https://openalex.org/S4306512817","display_name":"IEEE Conference Proceedings","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":null,"is_accepted":false,"is_published":null,"raw_source_name":"IEEE Conference Proceedings","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W745184511","https://openalex.org/W1500351990","https://openalex.org/W1969198379","https://openalex.org/W1993603321","https://openalex.org/W2001141328","https://openalex.org/W2001289057","https://openalex.org/W2006793117","https://openalex.org/W2010379776","https://openalex.org/W2019863495","https://openalex.org/W2026731079","https://openalex.org/W2035331133","https://openalex.org/W2053186076","https://openalex.org/W2104990616","https://openalex.org/W2117553576","https://openalex.org/W2122837498","https://openalex.org/W2123921160","https://openalex.org/W2132709984","https://openalex.org/W2133442079","https://openalex.org/W2135496738","https://openalex.org/W2139823104","https://openalex.org/W2154455818","https://openalex.org/W2486395030","https://openalex.org/W2520742745","https://openalex.org/W2963224980","https://openalex.org/W6629858893","https://openalex.org/W6680434193","https://openalex.org/W6682494755","https://openalex.org/W6726905800"],"related_works":["https://openalex.org/W2389214306","https://openalex.org/W4235240664","https://openalex.org/W2965083567","https://openalex.org/W1838576100","https://openalex.org/W2095886385","https://openalex.org/W2889616422","https://openalex.org/W2089704382","https://openalex.org/W3166049060","https://openalex.org/W4311865232","https://openalex.org/W2904380457"],"abstract_inverted_index":{"During":[0],"the":[1,11,32,69,84],"past":[2],"decade,":[3],"graph-based":[4],"semi-supervised":[5,35],"learning":[6,18,36],"has":[7],"become":[8],"one":[9],"of":[10],"most":[12],"important":[13],"research":[14],"areas":[15],"in":[16],"machine":[17],"and":[19],"artificial":[20],"intelligence":[21],"community.":[22],"In":[23],"this":[24,54],"paper,":[25],"we":[26,56],"propose":[27,58],"a":[28,59],"sub-graph":[29,60],"to":[30,49,72],"construct":[31],"graph":[33,40,95],"for":[34,62,76],"(SSL).":[37],"The":[38],"new":[39],"is":[41],"scalable":[42,63],"so":[43],"that":[44,83],"it":[45],"can":[46,66,87],"be":[47],"extended":[48],"large-scale":[50],"data.":[51],"Based":[52],"on":[53],"graph,":[55],"then":[57],"regularization":[61],"SSL.":[64],"It":[65],"also":[67],"project":[68],"new-coming":[70],"data":[71],"infer":[73],"its":[74],"label":[75],"handling":[77],"out-of-sample":[78],"problem.":[79],"Simulation":[80],"results":[81],"show":[82],"proposed":[85],"method":[86],"achieve":[88],"better":[89],"performance":[90],"compared":[91],"with":[92],"other":[93],"state-of-the-art":[94],"based":[96],"SSL":[97],"methods.":[98]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}