{"id":"https://openalex.org/W2077556203","doi":"https://doi.org/10.1080/08839510701526954","title":"LEARNING DRIFTING NEGOTIATIONS","display_name":"LEARNING DRIFTING NEGOTIATIONS","publication_year":2007,"publication_date":"2007-10-09","ids":{"openalex":"https://openalex.org/W2077556203","doi":"https://doi.org/10.1080/08839510701526954","mag":"2077556203"},"language":"en","primary_location":{"id":"doi:10.1080/08839510701526954","is_oa":false,"landing_page_url":"https://doi.org/10.1080/08839510701526954","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"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/A5035426257","display_name":"Fabr\u00edcio Enembreck","orcid":"https://orcid.org/0000-0002-1418-3245"},"institutions":[{"id":"https://openalex.org/I4210088387","display_name":"Heuristics and Diagnostics for Complex Systems","ror":"https://ror.org/0075hvk77","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102516824","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210088387","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I176838256","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Paran\u00e1","ror":"https://ror.org/02x1vjk79","country_code":"BR","type":"education","lineage":["https://openalex.org/I176838256"]}],"countries":["BR","FR"],"is_corresponding":true,"raw_author_name":"Fabr\u00edcio Enembreck","raw_affiliation_strings":["PUCPR, Pontifical Catholic University of Paran\u00e1, PPGIA, Graduate Program on Applied Computer Science , Curitiba, PR, Brazil","Graduate Program on Applied Computer Science","Heuristique et Diagnostic des Syst\u00e8mes Complexes [Compi\u00e8gne]"],"affiliations":[{"raw_affiliation_string":"PUCPR, Pontifical Catholic University of Paran\u00e1, PPGIA, Graduate Program on Applied Computer Science , Curitiba, PR, Brazil","institution_ids":["https://openalex.org/I176838256"]},{"raw_affiliation_string":"Graduate Program on Applied Computer Science","institution_ids":[]},{"raw_affiliation_string":"Heuristique et Diagnostic des Syst\u00e8mes Complexes [Compi\u00e8gne]","institution_ids":["https://openalex.org/I4210088387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072275961","display_name":"Br\u00e1ulio C. \u00c1vila","orcid":"https://orcid.org/0000-0002-5563-3628"},"institutions":[{"id":"https://openalex.org/I176838256","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Paran\u00e1","ror":"https://ror.org/02x1vjk79","country_code":"BR","type":"education","lineage":["https://openalex.org/I176838256"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Br\u00e1ulio Coelho \u00c1vila","raw_affiliation_strings":["PUCPR, Pontifical Catholic University of Paran\u00e1, PPGIA, Graduate Program on Applied Computer Science , Curitiba, PR, Brazil","Graduate Program on Applied Computer Science"],"affiliations":[{"raw_affiliation_string":"PUCPR, Pontifical Catholic University of Paran\u00e1, PPGIA, Graduate Program on Applied Computer Science , Curitiba, PR, Brazil","institution_ids":["https://openalex.org/I176838256"]},{"raw_affiliation_string":"Graduate Program on Applied Computer Science","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082099991","display_name":"Edson Em\u00edlio Scalabrin","orcid":"https://orcid.org/0000-0002-3918-1799"},"institutions":[{"id":"https://openalex.org/I176838256","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Paran\u00e1","ror":"https://ror.org/02x1vjk79","country_code":"BR","type":"education","lineage":["https://openalex.org/I176838256"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Edson E. Scalabrin","raw_affiliation_strings":["PUCPR, Pontifical Catholic University of Paran\u00e1, PPGIA, Graduate Program on Applied Computer Science , Curitiba, PR, Brazil","Graduate Program on Applied Computer Science"],"affiliations":[{"raw_affiliation_string":"PUCPR, Pontifical Catholic University of Paran\u00e1, PPGIA, Graduate Program on Applied Computer Science , Curitiba, PR, Brazil","institution_ids":["https://openalex.org/I176838256"]},{"raw_affiliation_string":"Graduate Program on Applied Computer Science","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083169717","display_name":"Ang\u00e9la Barthes","orcid":"https://orcid.org/0000-0002-7035-0909"},"institutions":[{"id":"https://openalex.org/I102516824","display_name":"Universit\u00e9 de Technologie de Compi\u00e8gne","ror":"https://ror.org/04y5kwa70","country_code":"FR","type":"education","lineage":["https://openalex.org/I102516824"]},{"id":"https://openalex.org/I4210088387","display_name":"Heuristics and Diagnostics for Complex Systems","ror":"https://ror.org/0075hvk77","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102516824","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210088387","https://openalex.org/I4210159245"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jean-Paul Barth\u00e8s","raw_affiliation_strings":["UTC-Universit\u00e9 de Technologie de Compi\u00e8gne, HEUDIASYC \u2013 Centre de Recherches Royallieu , Compi\u00e8gne, France","Heuristique et Diagnostic des Syst\u00e8mes Complexes [Compi\u00e8gne]"],"affiliations":[{"raw_affiliation_string":"UTC-Universit\u00e9 de Technologie de Compi\u00e8gne, HEUDIASYC \u2013 Centre de Recherches Royallieu , Compi\u00e8gne, France","institution_ids":["https://openalex.org/I102516824","https://openalex.org/I4210088387"]},{"raw_affiliation_string":"Heuristique et Diagnostic des Syst\u00e8mes Complexes [Compi\u00e8gne]","institution_ids":["https://openalex.org/I4210088387"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5035426257"],"corresponding_institution_ids":["https://openalex.org/I176838256","https://openalex.org/I4210088387"],"apc_list":{"value":2195,"currency":"USD","value_usd":2195},"apc_paid":null,"fwci":2.2822,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.88805827,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"21","issue":"9","first_page":"861","last_page":"881"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9991999864578247,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9865999817848206,"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/negotiation","display_name":"Negotiation","score":0.8709495067596436},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8672205805778503},{"id":"https://openalex.org/keywords/competitor-analysis","display_name":"Competitor analysis","score":0.7962697148323059},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.632720410823822},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.5963282585144043},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4802270531654358},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47555726766586304},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.4635540544986725},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.45868778228759766},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.0983419120311737}],"concepts":[{"id":"https://openalex.org/C199776023","wikidata":"https://www.wikidata.org/wiki/Q202875","display_name":"Negotiation","level":2,"score":0.8709495067596436},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8672205805778503},{"id":"https://openalex.org/C127576917","wikidata":"https://www.wikidata.org/wiki/Q624630","display_name":"Competitor analysis","level":2,"score":0.7962697148323059},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.632720410823822},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.5963282585144043},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4802270531654358},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47555726766586304},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.4635540544986725},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.45868778228759766},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.0983419120311737},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/08839510701526954","is_oa":false,"landing_page_url":"https://doi.org/10.1080/08839510701526954","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-00555941v1","is_oa":false,"landing_page_url":"https://hal.science/hal-00555941","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Artificial Intelligence, 2007, 21 (9), pp.861-881. ⟨10.1080/08839510701526954⟩","raw_type":"Journal articles"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W42215894","https://openalex.org/W139044672","https://openalex.org/W188803003","https://openalex.org/W1492887008","https://openalex.org/W1551045851","https://openalex.org/W1585854823","https://openalex.org/W1988889793","https://openalex.org/W1993430291","https://openalex.org/W2017024297","https://openalex.org/W2022775778","https://openalex.org/W2029186075","https://openalex.org/W2094123267","https://openalex.org/W2096846143","https://openalex.org/W2105440797","https://openalex.org/W2108260662","https://openalex.org/W2110872636","https://openalex.org/W2119983341","https://openalex.org/W2121353282","https://openalex.org/W2123675832","https://openalex.org/W2147169507"],"related_works":["https://openalex.org/W2358804928","https://openalex.org/W4225710828","https://openalex.org/W1998528887","https://openalex.org/W2965538880","https://openalex.org/W1601893083","https://openalex.org/W2528370785","https://openalex.org/W4200335562","https://openalex.org/W2861933770","https://openalex.org/W4239323784","https://openalex.org/W4256731670"],"abstract_inverted_index":{"In":[0,62,107],"this":[1,108,139],"work,":[2,109],"we":[3,110],"propose":[4],"the":[5,49,65,77,81,99,134,145,151,163],"use":[6],"of":[7,34,131],"drift":[8,116],"detection":[9,90,117],"techniques":[10,91,135],"for":[11],"learning":[12,35,50,78],"offer":[13,128],"policies":[14],"in":[15,46,57,98,138],"multiissue,":[16],"bilateral":[17],"negotiation.":[18,47],"Several":[19],"works":[20],"aiming":[21],"to":[22,75,95,122,162],"develop":[23],"adaptive":[24,124],"trading":[25,125],"agents":[26,31,126],"have":[27],"been":[28],"proposed.":[29],"Such":[30],"are":[32,165],"capable":[33],"their":[36],"competitors'":[37],"utility":[38],"values":[39],"and":[40,103,127],"functions,":[41],"thereby":[42],"obtaining":[43],"better":[44],"results":[45,142],"However,":[48],"mechanisms":[51],"generally":[52],"used":[53,94,121,137],"disregard":[54],"possible":[55],"changes":[56,97,160],"a":[58,129],"competitor's":[59],"offer/counter-offer":[60],"policy.":[61],"that":[63,115,150],"case,":[64],"agent's":[66,152],"performance":[67,153],"may":[68],"decrease":[69],"drastically.":[70],"The":[71,141],"agent":[72],"then":[73],"needs":[74],"restart":[76],"process,":[79],"as":[80],"model":[82,102],"previously":[83],"learned":[84],"is":[85],"no":[86],"longer":[87],"valid.":[88],"Drift":[89],"can":[92,119,154],"be":[93,120,155],"detect":[96],"current":[100],"offers":[101],"quickly":[104],"update":[105],"it.":[106],"demonstrate":[111],"with":[112,144],"simulated":[113],"data":[114],"algorithms":[118],"build":[123],"number":[130],"advantages":[132],"over":[133],"mostly":[136],"problem.":[140],"obtained":[143],"algorithm":[146],"IB3":[147],"(instance-based)":[148],"show":[149],"rapidly":[156],"recovered":[157],"even":[158],"when":[159],"interesting":[161],"competitor":[164],"abrupt,":[166],"moderate,":[167],"or":[168],"gradual.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}