{"id":"https://openalex.org/W2966864235","doi":"https://doi.org/10.24963/ijcai.2019/927","title":"Self-Organizing Incremental Neural Networks for Continual Learning","display_name":"Self-Organizing Incremental Neural Networks for Continual Learning","publication_year":2019,"publication_date":"2019-07-28","ids":{"openalex":"https://openalex.org/W2966864235","doi":"https://doi.org/10.24963/ijcai.2019/927","mag":"2966864235"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2019/927","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2019/927","pdf_url":"https://www.ijcai.org/proceedings/2019/0927.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.ijcai.org/proceedings/2019/0927.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024594738","display_name":"Chayut Wiwatcharakoses","orcid":null},"institutions":[{"id":"https://openalex.org/I114531698","display_name":"Tokyo Institute of Technology","ror":"https://ror.org/0112mx960","country_code":"JP","type":"education","lineage":["https://openalex.org/I114531698"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Chayut Wiwatcharakoses","raw_affiliation_strings":["Data Science Laboratory, School of Engineering, Tokyo Institute of Technology, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data Science Laboratory, School of Engineering, Tokyo Institute of Technology, Japan","institution_ids":["https://openalex.org/I114531698"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091132218","display_name":"Daniel Berrar","orcid":"https://orcid.org/0000-0002-7038-2601"},"institutions":[{"id":"https://openalex.org/I114531698","display_name":"Tokyo Institute of Technology","ror":"https://ror.org/0112mx960","country_code":"JP","type":"education","lineage":["https://openalex.org/I114531698"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Daniel Berrar","raw_affiliation_strings":["Data Science Laboratory, School of Engineering, Tokyo Institute of Technology, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Data Science Laboratory, School of Engineering, Tokyo Institute of Technology, Japan","institution_ids":["https://openalex.org/I114531698"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I114531698"],"apc_list":null,"apc_paid":null,"fwci":0.2824,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65428272,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"6476","last_page":"6477"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9994999766349792,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9994999766349792,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9991000294685364,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9936000108718872,"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/forgetting","display_name":"Forgetting","score":0.9190506935119629},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7787734270095825},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6831957697868347},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6573541164398193},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5996799468994141},{"id":"https://openalex.org/keywords/incremental-learning","display_name":"Incremental learning","score":0.5356295704841614},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5323678851127625},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5163508653640747},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.07237884402275085}],"concepts":[{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.9190506935119629},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7787734270095825},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6831957697868347},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6573541164398193},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5996799468994141},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.5356295704841614},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5323678851127625},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5163508653640747},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.07237884402275085},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.24963/ijcai.2019/927","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2019/927","pdf_url":"https://www.ijcai.org/proceedings/2019/0927.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},{"id":"pmh:oai:oro.open.ac.uk:96743","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401187","display_name":"Open Research Online (The Open University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I204136569","host_organization_name":"The Open University","host_organization_lineage":["https://openalex.org/I204136569"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"}],"best_oa_location":{"id":"doi:10.24963/ijcai.2019/927","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2019/927","pdf_url":"https://www.ijcai.org/proceedings/2019/0927.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2966864235.pdf","grobid_xml":"https://content.openalex.org/works/W2966864235.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W1682403713","https://openalex.org/W1904826605","https://openalex.org/W2012065156","https://openalex.org/W2061761368","https://openalex.org/W2120250216","https://openalex.org/W2788388592"],"related_works":["https://openalex.org/W4287067590","https://openalex.org/W3186262193","https://openalex.org/W3192176272","https://openalex.org/W4297634446","https://openalex.org/W4391158518","https://openalex.org/W4381322349","https://openalex.org/W3085307110","https://openalex.org/W3157400488","https://openalex.org/W4382021137","https://openalex.org/W2892655153"],"abstract_inverted_index":{"Continual":[0],"learning":[1,62],"systems":[2,26],"can":[3],"adapt":[4],"to":[5,29,35,47,78,87],"new":[6,13,44,73],"tasks,":[7],"changes":[8],"in":[9],"data":[10],"distributions,":[11],"and":[12,66,82,84],"information":[14],"that":[15,76],"becomes":[16],"incrementally":[17],"available":[18],"over":[19],"time.":[20],"The":[21],"key":[22],"challenge":[23],"for":[24,60],"such":[25],"is":[27,85],"how":[28,34],"mitigate":[30],"catastrophic":[31],"forgetting,":[32],"i.e.,":[33],"prevent":[36],"the":[37],"loss":[38],"of":[39],"previously":[40],"learned":[41],"knowledge":[42],"when":[43],"tasks":[45],"need":[46],"be":[48],"solved.":[49],"In":[50],"our":[51],"research,":[52],"we":[53],"investigate":[54],"self-organizing":[55],"incremental":[56],"neural":[57],"networks":[58],"(SOINN)":[59],"continual":[61],"from":[63],"both":[64],"stationary":[65],"non-stationary":[67],"data.":[68],"We":[69],"have":[70],"developed":[71],"a":[72],"algorithm,":[74],"SOINN+,":[75],"learns":[77],"forget":[79],"irrelevant":[80],"nodes":[81],"edges":[83],"robust":[86],"noise.":[88]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}