{"id":"https://openalex.org/W2050259610","doi":"https://doi.org/10.1142/s0218213013600051","title":"ITERATIVE SELF-LABELING DOMAIN ADAPTATION FOR LINEAR STRUCTURED IMAGE CLASSIFICATION","display_name":"ITERATIVE SELF-LABELING DOMAIN ADAPTATION FOR LINEAR STRUCTURED IMAGE CLASSIFICATION","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W2050259610","doi":"https://doi.org/10.1142/s0218213013600051","mag":"2050259610"},"language":"en","primary_location":{"id":"doi:10.1142/s0218213013600051","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213013600051","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-00869404","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067803328","display_name":"Amaury Habrard","orcid":"https://orcid.org/0000-0003-3038-9347"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210085887","display_name":"Laboratoire Hubert Curien","ror":"https://ror.org/0028p8r67","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I277688954","https://openalex.org/I4210085887","https://openalex.org/I4210091746","https://openalex.org/I4210095849","https://openalex.org/I4405259976","https://openalex.org/I4405259976","https://openalex.org/I4405263940","https://openalex.org/I48430043","https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"AMAURY HABRARD","raw_affiliation_strings":["University of Saint-Etienne, Laboratoire Hubert Curien, UMR CNRS 5516, 42000 Saint-Etienne Cedex 2, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Saint-Etienne, Laboratoire Hubert Curien, UMR CNRS 5516, 42000 Saint-Etienne Cedex 2, France","institution_ids":["https://openalex.org/I4210085887","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077635552","display_name":"Jean-Philippe Peyrache","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210085887","display_name":"Laboratoire Hubert Curien","ror":"https://ror.org/0028p8r67","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I277688954","https://openalex.org/I4210085887","https://openalex.org/I4210091746","https://openalex.org/I4210095849","https://openalex.org/I4405259976","https://openalex.org/I4405259976","https://openalex.org/I4405263940","https://openalex.org/I48430043","https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"JEAN-PHILIPPE PEYRACHE","raw_affiliation_strings":["University of Saint-Etienne, Laboratoire Hubert Curien, UMR CNRS 5516, 42000 Saint-Etienne Cedex 2, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Saint-Etienne, Laboratoire Hubert Curien, UMR CNRS 5516, 42000 Saint-Etienne Cedex 2, France","institution_ids":["https://openalex.org/I4210085887","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020817426","display_name":"Marc Sebban","orcid":"https://orcid.org/0000-0001-6851-169X"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210085887","display_name":"Laboratoire Hubert Curien","ror":"https://ror.org/0028p8r67","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I277688954","https://openalex.org/I4210085887","https://openalex.org/I4210091746","https://openalex.org/I4210095849","https://openalex.org/I4405259976","https://openalex.org/I4405259976","https://openalex.org/I4405263940","https://openalex.org/I48430043","https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"MARC SEBBAN","raw_affiliation_strings":["University of Saint-Etienne, Laboratoire Hubert Curien, UMR CNRS 5516, 42000 Saint-Etienne Cedex 2, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Saint-Etienne, Laboratoire Hubert Curien, UMR CNRS 5516, 42000 Saint-Etienne Cedex 2, France","institution_ids":["https://openalex.org/I4210085887","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5067803328"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210085887"],"apc_list":null,"apc_paid":null,"fwci":1.9765,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.88529813,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"22","issue":"05","first_page":"1360005","last_page":"1360005"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9998000264167786,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9998000264167786,"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/T12676","display_name":"Machine Learning and ELM","score":0.9760000109672546,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9179999828338623,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8428547978401184},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6648610234260559},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6170034408569336},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5047463178634644},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4754756987094879},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4624969959259033},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4516609311103821},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4385555386543274},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.42229944467544556},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4183982312679291},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4113713502883911},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39534664154052734},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3479955196380615},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11406400799751282}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8428547978401184},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6648610234260559},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6170034408569336},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5047463178634644},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4754756987094879},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4624969959259033},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4516609311103821},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4385555386543274},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.42229944467544556},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4183982312679291},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4113713502883911},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39534664154052734},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3479955196380615},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11406400799751282},{"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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s0218213013600051","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213013600051","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-00869404v1","is_oa":true,"landing_page_url":"https://hal.science/hal-00869404","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal on Artificial Intelligence Tools, 2013, 22 (05), pp.1360005. ⟨10.1142/S0218213013600051⟩","raw_type":"Journal articles"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-00869404v1","is_oa":true,"landing_page_url":"https://hal.science/hal-00869404","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal on Artificial Intelligence Tools, 2013, 22 (05), pp.1360005. ⟨10.1142/S0218213013600051⟩","raw_type":"Journal articles"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1500614872","https://openalex.org/W1595917421","https://openalex.org/W1617650991","https://openalex.org/W1781954958","https://openalex.org/W1931284523","https://openalex.org/W1966026565","https://openalex.org/W1970026646","https://openalex.org/W1978478796","https://openalex.org/W1979191353","https://openalex.org/W1987091651","https://openalex.org/W1996903695","https://openalex.org/W2003938193","https://openalex.org/W2019363670","https://openalex.org/W2032235985","https://openalex.org/W2043173437","https://openalex.org/W2045915581","https://openalex.org/W2048001624","https://openalex.org/W2048679005","https://openalex.org/W2051819225","https://openalex.org/W2065043909","https://openalex.org/W2079989581","https://openalex.org/W2103851188","https://openalex.org/W2104094955","https://openalex.org/W2107298017","https://openalex.org/W2107369107","https://openalex.org/W2112483442","https://openalex.org/W2120354757","https://openalex.org/W2131953535","https://openalex.org/W2140177290","https://openalex.org/W2151103935","https://openalex.org/W2158108973","https://openalex.org/W2158754421","https://openalex.org/W2159570078","https://openalex.org/W2161195767","https://openalex.org/W2165612380","https://openalex.org/W2165698076","https://openalex.org/W2584262847","https://openalex.org/W4229709775","https://openalex.org/W4238893454","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W3080655457","https://openalex.org/W2145868540","https://openalex.org/W3166286441","https://openalex.org/W3214142563","https://openalex.org/W3136267388","https://openalex.org/W4287263085","https://openalex.org/W3186065094","https://openalex.org/W3204418343","https://openalex.org/W3093803318","https://openalex.org/W4390401377"],"abstract_inverted_index":{"A":[0],"strong":[1],"assumption":[2,49],"to":[3,26,57,83,105,115,123,148,169,203,209,235],"derive":[4],"generalization":[5,94],"guarantees":[6],"in":[7,38,53,90,111],"the":[8,27,32,39,43,91,112,118,121,124,137,179,197],"standard":[9],"PAC":[10],"framework":[11],"is":[12,50,104,132,230],"that":[13,226],"training":[14,40],"(or":[15,20],"source)":[16],"data":[17,22,37,110],"and":[18,60,87,139,206,224,239],"test":[19],"target)":[21],"are":[23],"drawn":[24],"according":[25],"same":[28],"distribution.":[29],"Because":[30],"of":[31,34,45,93,129,178,182,199],"presence":[33],"possibly":[35],"outdated":[36],"set,":[41],"or":[42],"use":[44,177,198],"biased":[46],"collections,":[47],"this":[48,66,130],"often":[51],"violated":[52],"real-world":[54],"applications":[55],"leading":[56],"different":[58],"source":[59,122],"target":[61,109,125],"distributions.":[62],"To":[63],"go":[64],"around":[65],"problem,":[67],"a":[68,144,161,200,219,231],"new":[69,162,180,232],"research":[70],"area":[71],"known":[72],"as":[73],"Domain":[74],"Adaptation":[75],"(DA)":[76],"has":[77],"recently":[78],"been":[79],"introduced":[80,188],"giving":[81],"rise":[82],"many":[84],"adaptation":[85,229],"algorithms":[86],"theoretical":[88,141,157],"results":[89],"form":[92],"bounds.":[95],"This":[96,174],"paper":[97],"deals":[98],"with":[99,171,184,237],"self-labeling":[100,145,227],"DA":[101,146,164],"whose":[102],"goal":[103],"iteratively":[106],"incorporate":[107],"semi-labeled":[108],"learning":[113,183],"set":[114],"progressively":[116],"adapt":[117],"classifier":[119],"from":[120],"domain.":[126],"The":[127],"contribution":[128],"work":[131],"three-fold:":[133],"First,":[134],"we":[135,159,214],"provide":[136],"minimum":[138],"necessary":[140],"conditions":[142],"for":[143],"algorithm":[147,175,217],"perform":[149],"an":[150],"actual":[151],"domain":[152,228],"adaptation.":[153],"Second,":[154],"following":[155],"these":[156],"recommendations,":[158],"design":[160],"iterative":[163],"algorithm,":[165],"called":[166],"GESIDA,":[167],"able":[168],"deal":[170,236],"structured":[172,220],"data.":[173],"makes":[176],"theory":[181],"(\u03b5,\u03b3,\u03c4)-good":[185],"similarity":[186],"functions":[187],"by":[189],"Balcan":[190],"et":[191],"al.,":[192],"which":[193],"does":[194],"not":[195],"require":[196],"valid":[201],"kernel":[202],"learn":[204],"well":[205],"allows":[207],"us":[208],"induce":[210],"sparse":[211],"models.":[212],"Finally,":[213],"apply":[215],"our":[216],"on":[218],"image":[221],"classification":[222],"task":[223],"show":[225],"original":[233],"way":[234],"scaling":[238],"rotation":[240],"problems.":[241]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}