{"id":"https://openalex.org/W4376852467","doi":"https://doi.org/10.1145/3573942.3573944","title":"Transfer learning for ensembles: reducing computation time and keeping the diversity","display_name":"Transfer learning for ensembles: reducing computation time and keeping the diversity","publication_year":2022,"publication_date":"2022-09-23","ids":{"openalex":"https://openalex.org/W4376852467","doi":"https://doi.org/10.1145/3573942.3573944"},"language":"en","primary_location":{"id":"doi:10.1145/3573942.3573944","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3573942.3573944","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 5th International Conference on Artificial Intelligence and Pattern Recognition","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/A5009279819","display_name":"Ilya Shashkov","orcid":"https://orcid.org/0000-0001-5498-4138"},"institutions":[{"id":"https://openalex.org/I153845743","display_name":"Moscow Institute of Physics and Technology","ror":"https://ror.org/00v0z9322","country_code":"RU","type":"education","lineage":["https://openalex.org/I153845743"]},{"id":"https://openalex.org/I171241948","display_name":"Moscow Power Engineering Institute","ror":"https://ror.org/05sa6gg87","country_code":"RU","type":"education","lineage":["https://openalex.org/I171241948"]},{"id":"https://openalex.org/I4210089467","display_name":"Institute of Physics and Technology","ror":"https://ror.org/005n3yy14","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210089467"]},{"id":"https://openalex.org/I45571689","display_name":"Moscow Aviation Institute","ror":"https://ror.org/033zpbv42","country_code":"RU","type":"education","lineage":["https://openalex.org/I45571689"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Ilya Shashkov","raw_affiliation_strings":["Moscow Institute of Physics and Technology (National Research University), Russia"],"raw_orcid":"https://orcid.org/0000-0001-5498-4138","affiliations":[{"raw_affiliation_string":"Moscow Institute of Physics and Technology (National Research University), Russia","institution_ids":["https://openalex.org/I4210089467","https://openalex.org/I171241948","https://openalex.org/I45571689","https://openalex.org/I153845743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011905327","display_name":"Alexey Zaytsev","orcid":"https://orcid.org/0000-0002-1653-0204"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexey Zaytsev","raw_affiliation_strings":["Skoltech, Russia"],"raw_orcid":"https://orcid.org/0000-0002-1653-0204","affiliations":[{"raw_affiliation_string":"Skoltech, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026027027","display_name":"Nikita Balabin","orcid":"https://orcid.org/0000-0002-7430-5697"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Nikita Balabin","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, Russia"],"raw_orcid":"https://orcid.org/0000-0002-7430-5697","affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088950452","display_name":"Evgeny Burnaev","orcid":"https://orcid.org/0000-0001-8424-0690"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Evgeny Burnaev","raw_affiliation_strings":["Skoltech, Russia"],"raw_orcid":"https://orcid.org/0000-0001-8424-0690","affiliations":[{"raw_affiliation_string":"Skoltech, Russia","institution_ids":["https://openalex.org/I125989756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5009279819"],"corresponding_institution_ids":["https://openalex.org/I153845743","https://openalex.org/I171241948","https://openalex.org/I4210089467","https://openalex.org/I45571689"],"apc_list":null,"apc_paid":null,"fwci":0.2041,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.51434104,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"8","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9988999962806702,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9988999962806702,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9987999796867371,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9980999827384949,"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/overfitting","display_name":"Overfitting","score":0.9106677770614624},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7953579425811768},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7467081546783447},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6822777986526489},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6719551086425781},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6501189470291138},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6166003942489624},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5941447019577026},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.518078088760376},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17152702808380127}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.9106677770614624},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7953579425811768},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7467081546783447},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6822777986526489},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6719551086425781},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6501189470291138},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6166003942489624},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5941447019577026},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.518078088760376},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17152702808380127}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3573942.3573944","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3573942.3573944","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 5th International Conference on Artificial Intelligence and Pattern Recognition","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2784332447","https://openalex.org/W2951696358","https://openalex.org/W2970691381"],"related_works":["https://openalex.org/W3099765033","https://openalex.org/W4390929683","https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W3192840557","https://openalex.org/W2951211570","https://openalex.org/W4375928479","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W2786764570"],"abstract_inverted_index":{"Transferring":[0],"a":[1,13,36,40],"deep":[2,30,43],"neural":[3,44],"network":[4],"trained":[5],"on":[6],"one":[7],"problem":[8],"to":[9,35],"another":[10],"requires":[11],"only":[12],"small":[14],"amount":[15],"of":[16,29,42,54],"data":[17],"and":[18],"little":[19],"additional":[20],"computation":[21],"time.":[22],"The":[23,52],"same":[24],"behaviour":[25],"holds":[26],"for":[27],"ensembles":[28],"learning":[31],"models":[32],"typically":[33],"superior":[34],"single":[37],"model.":[38],"However,":[39],"transfer":[41],"networks":[45],"ensemble":[46],"demands":[47],"relatively":[48],"high":[49],"computational":[50],"expenses.":[51],"probability":[53],"overfitting":[55],"also":[56],"increases.":[57]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}