{"id":"https://openalex.org/W771469340","doi":"https://doi.org/10.1162/neco_a_00801","title":"Correlational Neural Networks","display_name":"Correlational Neural Networks","publication_year":2015,"publication_date":"2015-12-14","ids":{"openalex":"https://openalex.org/W771469340","doi":"https://doi.org/10.1162/neco_a_00801","mag":"771469340","pmid":"https://pubmed.ncbi.nlm.nih.gov/26654210"},"language":"en","primary_location":{"id":"doi:10.1162/neco_a_00801","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco_a_00801","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5027720969","display_name":"Sarath Chandar","orcid":null},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Sarath Chandar","raw_affiliation_strings":["University of Montreal, Montreal QC H3T 1J4, Canada"],"affiliations":[{"raw_affiliation_string":"University of Montreal, Montreal QC H3T 1J4, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050036814","display_name":"Mitesh M. Khapra","orcid":"https://orcid.org/0009-0008-3687-9922"},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mitesh M. Khapra","raw_affiliation_strings":["IBM Research India, Bangalore 560077, India"],"affiliations":[{"raw_affiliation_string":"IBM Research India, Bangalore 560077, India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019862529","display_name":"Hugo Larochelle","orcid":null},"institutions":[{"id":"https://openalex.org/I135117807","display_name":"Universit\u00e9 de Sherbrooke","ror":"https://ror.org/00kybxq39","country_code":"CA","type":"education","lineage":["https://openalex.org/I135117807"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hugo Larochelle","raw_affiliation_strings":["University of Sherbrooke, Sherbrooke QC J1K 2R1, Canada"],"affiliations":[{"raw_affiliation_string":"University of Sherbrooke, Sherbrooke QC J1K 2R1, Canada","institution_ids":["https://openalex.org/I135117807"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009374923","display_name":"Balaraman Ravindran","orcid":"https://orcid.org/0000-0002-5364-7639"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"facility","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Balaraman Ravindran","raw_affiliation_strings":["Indian Institute of Technology Madras, Chennai, India, 600036","Indian Institute of Technology Madras, Chennai (India)-600036"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras, Chennai, India, 600036","institution_ids":["https://openalex.org/I24676775"]},{"raw_affiliation_string":"Indian Institute of Technology Madras, Chennai (India)-600036","institution_ids":["https://openalex.org/I24676775"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5027720969"],"corresponding_institution_ids":["https://openalex.org/I70931966"],"apc_list":null,"apc_paid":null,"fwci":14.7379,"has_fulltext":false,"cited_by_count":137,"citation_normalized_percentile":{"value":0.98866167,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"28","issue":"2","first_page":"257","last_page":"285"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9994000196456909,"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/T10028","display_name":"Topic Modeling","score":0.9994000196456909,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9979000091552734,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6110839247703552},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4720150828361511},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.436831533908844},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3929693102836609}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6110839247703552},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4720150828361511},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.436831533908844},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3929693102836609}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013223","descriptor_name":"Statistics as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013223","descriptor_name":"Statistics as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013223","descriptor_name":"Statistics as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1162/neco_a_00801","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco_a_00801","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:26654210","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26654210","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural computation","raw_type":null},{"id":"pmh:oai:publications.polymtl.ca:46814","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/46814/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article de revue"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320338335","display_name":"H2020 European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W15077116","https://openalex.org/W22168010","https://openalex.org/W1497960466","https://openalex.org/W1521626219","https://openalex.org/W1523385540","https://openalex.org/W1575181818","https://openalex.org/W1777547826","https://openalex.org/W1883346539","https://openalex.org/W1965480431","https://openalex.org/W1968206427","https://openalex.org/W1984052055","https://openalex.org/W2017634446","https://openalex.org/W2025341678","https://openalex.org/W2055513867","https://openalex.org/W2100235303","https://openalex.org/W2101234009","https://openalex.org/W2115252128","https://openalex.org/W2118090838","https://openalex.org/W2126706529","https://openalex.org/W2126725946","https://openalex.org/W2127099514","https://openalex.org/W2129625650","https://openalex.org/W2142074148","https://openalex.org/W2152175008","https://openalex.org/W2158199200","https://openalex.org/W2158899491","https://openalex.org/W2170564061","https://openalex.org/W2184188583","https://openalex.org/W2250445771","https://openalex.org/W2251033195","https://openalex.org/W2295584157","https://openalex.org/W2405732242","https://openalex.org/W2559655401","https://openalex.org/W2559997609","https://openalex.org/W2604272474","https://openalex.org/W2771472444","https://openalex.org/W2912273839","https://openalex.org/W2949117887","https://openalex.org/W2950680045","https://openalex.org/W2963349387","https://openalex.org/W2964222437","https://openalex.org/W3121142201"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Common":[0],"representation":[1,45,63],"learning":[2],"(CRL),":[3],"wherein":[4],"different":[5],"descriptions":[6],"(or":[7],"views)":[8],"of":[9,23,49,68,74,94,133],"the":[10,50,55,66,70,92,103,122,127,138,167,175],"data":[11],"are":[12,30,98],"embedded":[13],"in":[14],"a":[15,21,43,61,131],"common":[16,56,62,128,155],"subspace,":[17],"has":[18,77],"been":[19],"receiving":[20],"lot":[22],"attention":[24],"recently.":[25],"Two":[26],"popular":[27],"paradigms":[28],"here":[29],"canonical":[31],"correlation":[32,48,120],"analysis":[33],"(CCA)-based":[34],"approaches":[35,41,76,87,90],"and":[36,81,145,164],"autoencoder":[37],"(AE)-based":[38],"approaches.":[39,181],"CCA-based":[40,86],"learn":[42,60,153],"joint":[44],"by":[46,64],"maximizing":[47],"views":[51,123],"when":[52,124],"projected":[53,125],"to":[54,126,149,152],"subspace.":[57,129],"AE-based":[58,89,111],"methods":[59],"minimizing":[65],"error":[67],"reconstructing":[69],"two":[71],"views.":[72],"Each":[73],"these":[75],"its":[78,150],"own":[79],"advantages":[80],"disadvantages.":[82],"For":[83],"example,":[84],"while":[85],"outperform":[88],"for":[91,160],"task":[93],"transfer":[95],"learning,":[96],"they":[97],"not":[99],"as":[100,102],"scalable":[101],"latter.":[104],"In":[105],"this":[106],"work,":[107],"we":[108,135],"propose":[109],"an":[110],"approach,":[112],"correlational":[113],"neural":[114],"network":[115],"(CorrNet),":[116],"that":[117,137,166],"explicitly":[118],"maximizes":[119],"among":[121],"Through":[130],"series":[132],"experiments,":[134],"demonstrate":[136],"proposed":[139],"CorrNet":[140,159],"is":[141],"better":[142,173],"than":[143,174],"AE":[144],"CCA":[146],"with":[147],"respect":[148],"ability":[151],"correlated":[154],"representations.":[156],"We":[157],"employ":[158],"several":[161],"cross-language":[162],"tasks":[163],"show":[165],"representations":[168],"learned":[169,177],"using":[170,178],"it":[171],"perform":[172],"ones":[176],"other":[179],"state-of-the-art":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":26},{"year":2018,"cited_by_count":15},{"year":2017,"cited_by_count":14},{"year":2016,"cited_by_count":4}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}