{"id":"https://openalex.org/W2047493718","doi":"https://doi.org/10.1109/eais.2012.6232802","title":"Cognitively inspired classification for adapting to data distribution changes","display_name":"Cognitively inspired classification for adapting to data distribution changes","publication_year":2012,"publication_date":"2012-05-01","ids":{"openalex":"https://openalex.org/W2047493718","doi":"https://doi.org/10.1109/eais.2012.6232802","mag":"2047493718"},"language":"en","primary_location":{"id":"doi:10.1109/eais.2012.6232802","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eais.2012.6232802","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Conference on Evolving and Adaptive Intelligent Systems","raw_type":"proceedings-article"},"type":"conference-paper","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/A5053945996","display_name":"Wing Yee Sit","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wing Yee Sit","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","School of Electrical & Electronic Engineering , Nanyang Technological University , Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Electrical & Electronic Engineering , Nanyang Technological University , Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066203581","display_name":"Kezhi Mao","orcid":"https://orcid.org/0000-0002-9191-8604"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"K. Z. Mao","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","School of Electrical & Electronic Engineering , Nanyang Technological University , Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Electrical & Electronic Engineering , Nanyang Technological University , Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":1.0407,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.75603052,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"45","issue":null,"first_page":"41","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9976000189781189,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9976000189781189,"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/T10320","display_name":"Neural Networks and Applications","score":0.9890000224113464,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9645000100135803,"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/adaptability","display_name":"Adaptability","score":0.8282374739646912},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7324830889701843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6797888875007629},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5646316409111023},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.5369256734848022},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.5221762657165527},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4590408504009247},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4457283914089203},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34748220443725586},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33368831872940063},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1181941032409668}],"concepts":[{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.8282374739646912},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7324830889701843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6797888875007629},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5646316409111023},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.5369256734848022},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.5221762657165527},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4590408504009247},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4457283914089203},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34748220443725586},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33368831872940063},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1181941032409668},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/eais.2012.6232802","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eais.2012.6232802","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Conference on Evolving and Adaptive Intelligent Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/96469","is_oa":false,"landing_page_url":"https://hdl.handle.net/10220/11982","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"}],"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/W1506637749","https://openalex.org/W1554104828","https://openalex.org/W1557987543","https://openalex.org/W1585854823","https://openalex.org/W1636521571","https://openalex.org/W1990198033","https://openalex.org/W2006073971","https://openalex.org/W2009112256","https://openalex.org/W2009727399","https://openalex.org/W2013369031","https://openalex.org/W2018124860","https://openalex.org/W2044036264","https://openalex.org/W2051903196","https://openalex.org/W2065822685","https://openalex.org/W2068714596","https://openalex.org/W2132089731","https://openalex.org/W2132423455","https://openalex.org/W2133088989","https://openalex.org/W2387023444","https://openalex.org/W4235130247","https://openalex.org/W4240619451","https://openalex.org/W4242558598","https://openalex.org/W4245276699","https://openalex.org/W4249116379","https://openalex.org/W4255466416","https://openalex.org/W6635179022","https://openalex.org/W6679534873","https://openalex.org/W6711110429"],"related_works":["https://openalex.org/W2044488462","https://openalex.org/W2981877337","https://openalex.org/W3101081936","https://openalex.org/W3203938600","https://openalex.org/W2169074127","https://openalex.org/W2163707935","https://openalex.org/W83146503","https://openalex.org/W202723009","https://openalex.org/W2188612292","https://openalex.org/W4206462905"],"abstract_inverted_index":{"In":[0],"pattern":[1],"classification,":[2],"the":[3,11,15,30,32,46,71,75],"test":[4],"data":[5],"is":[6],"expected":[7],"to":[8,37],"lie":[9],"in":[10,19,45],"domain":[12],"covered":[13,73],"by":[14,74],"training":[16,76],"data.":[17,77],"But":[18],"practical":[20],"scenarios,":[21],"this":[22],"may":[23],"not":[24],"necessarily":[25],"be":[26,35],"true.":[27],"To":[28],"improve":[29],"adaptability,":[31],"classifier":[33],"should":[34],"able":[36],"generalize":[38,64],"well":[39,65],"even":[40,66],"when":[41],"there":[42],"are":[43],"changes":[44],"input":[47],"distribution.":[48],"This":[49],"paper":[50],"proposes":[51],"a":[52],"cognitively":[53],"inspired":[54],"classification":[55],"framework":[56],"based":[57],"on":[58],"rules":[59],"and":[60],"exemplars.":[61],"It":[62],"can":[63],"for":[67],"samples":[68],"falling":[69],"outside":[70],"region":[72]},"counts_by_year":[{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
