{"id":"https://openalex.org/W4410796824","doi":"https://doi.org/10.1016/j.knosys.2026.115981","title":"GDCC: scRNA-seq data imputation via Graph-cGAN based dual conditional guidance with constraint training","display_name":"GDCC: scRNA-seq data imputation via Graph-cGAN based dual conditional guidance with constraint training","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410796824","doi":"https://doi.org/10.1016/j.knosys.2026.115981"},"language":"en","primary_location":{"id":"doi:10.1016/j.knosys.2026.115981","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.knosys.2026.115981","pdf_url":null,"source":{"id":"https://openalex.org/S10169007","display_name":"Knowledge-Based Systems","issn_l":"0950-7051","issn":["0950-7051","1872-7409"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge-Based Systems","raw_type":"journal-article"},"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.5273272","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100430601","display_name":"Tianyi Liu","orcid":"https://orcid.org/0000-0002-2484-2478"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tianyi Liu","raw_affiliation_strings":["Guangxi Normal University"],"affiliations":[{"raw_affiliation_string":"Guangxi Normal University","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045069882","display_name":"Gaoshi Li","orcid":"https://orcid.org/0000-0001-7862-4380"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gaoshi Li","raw_affiliation_strings":["Guangxi Normal University"],"affiliations":[{"raw_affiliation_string":"Guangxi Normal University","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101424331","display_name":"Lin Xu","orcid":"https://orcid.org/0000-0002-9988-9799"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Lin","raw_affiliation_strings":["Guangxi Normal University"],"affiliations":[{"raw_affiliation_string":"Guangxi Normal University","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100394751","display_name":"Yingying Chen","orcid":"https://orcid.org/0000-0002-5049-8092"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingying Chen","raw_affiliation_strings":["Guangxi Normal University"],"affiliations":[{"raw_affiliation_string":"Guangxi Normal University","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101510785","display_name":"Rui Zhou","orcid":"https://orcid.org/0000-0003-2476-1130"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Zhou","raw_affiliation_strings":["Guangxi Normal University"],"affiliations":[{"raw_affiliation_string":"Guangxi Normal University","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119271855","display_name":"Jiafei Liu","orcid":"https://orcid.org/0000-0002-5029-9253"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiafei Liu","raw_affiliation_strings":["Guangxi Normal University"],"affiliations":[{"raw_affiliation_string":"Guangxi Normal University","institution_ids":["https://openalex.org/I29739308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045175126","display_name":"Jingli Wu","orcid":"https://orcid.org/0000-0003-4951-6908"},"institutions":[{"id":"https://openalex.org/I29739308","display_name":"Guangxi Normal University","ror":"https://ror.org/02frt9q65","country_code":"CN","type":"education","lineage":["https://openalex.org/I29739308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingli Wu","raw_affiliation_strings":["Guangxi Normal University"],"affiliations":[{"raw_affiliation_string":"Guangxi Normal University","institution_ids":["https://openalex.org/I29739308"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100430601"],"corresponding_institution_ids":["https://openalex.org/I29739308"],"apc_list":{"value":3130,"currency":"USD","value_usd":3130},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09508014,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"343","issue":null,"first_page":"115981","last_page":"115981"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9926000237464905,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9926000237464905,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9779000282287598,"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/imputation","display_name":"Imputation (statistics)","score":0.7430896759033203},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.5668811202049255},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.515342652797699},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.48981162905693054},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4628746807575226},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.45079898834228516},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41866835951805115},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.4184276759624481},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3334144055843353},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24226638674736023},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.12463513016700745},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.12351807951927185},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08804771304130554},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.047308385372161865}],"concepts":[{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.7430896759033203},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.5668811202049255},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.515342652797699},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48981162905693054},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4628746807575226},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.45079898834228516},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41866835951805115},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.4184276759624481},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3334144055843353},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24226638674736023},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.12463513016700745},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.12351807951927185},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08804771304130554},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.047308385372161865},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.knosys.2026.115981","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.knosys.2026.115981","pdf_url":null,"source":{"id":"https://openalex.org/S10169007","display_name":"Knowledge-Based Systems","issn_l":"0950-7051","issn":["0950-7051","1872-7409"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Knowledge-Based Systems","raw_type":"journal-article"},{"id":"doi:10.2139/ssrn.5273272","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5273272","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.5273272","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5273272","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322768","display_name":"Natural Science Foundation of Guangxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1985514943","https://openalex.org/W2010653277","https://openalex.org/W2037923151","https://openalex.org/W2069298307","https://openalex.org/W2091174247","https://openalex.org/W2132914434","https://openalex.org/W2155388222","https://openalex.org/W2156483112","https://openalex.org/W2743416243","https://openalex.org/W2763051133","https://openalex.org/W2792693509","https://openalex.org/W2794891507","https://openalex.org/W2799523883","https://openalex.org/W2800392236","https://openalex.org/W2805619986","https://openalex.org/W2892055372","https://openalex.org/W2897249806","https://openalex.org/W2898085636","https://openalex.org/W2900510132","https://openalex.org/W2943501111","https://openalex.org/W2949237386","https://openalex.org/W2951217100","https://openalex.org/W2951381561","https://openalex.org/W2953055669","https://openalex.org/W2980495984","https://openalex.org/W3048804154","https://openalex.org/W3128782210","https://openalex.org/W3147234347","https://openalex.org/W3172949370","https://openalex.org/W4205559708","https://openalex.org/W4225579877","https://openalex.org/W4235169531","https://openalex.org/W4252208101","https://openalex.org/W4283077984","https://openalex.org/W4385163943","https://openalex.org/W4391576548","https://openalex.org/W4394728970","https://openalex.org/W4406023499","https://openalex.org/W4415615005"],"related_works":["https://openalex.org/W4211215373","https://openalex.org/W3217094455","https://openalex.org/W3119637569","https://openalex.org/W2989589450","https://openalex.org/W2405773734","https://openalex.org/W3123325766","https://openalex.org/W2791189374","https://openalex.org/W4403319084","https://openalex.org/W2374234271","https://openalex.org/W3208043357"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
