{"id":"https://openalex.org/W2408818325","doi":"https://doi.org/10.3233/ia-160092","title":"Extensive\u2013form games with heterogeneous populations: solution concepts, equilibria characterization, learning dynamics","display_name":"Extensive\u2013form games with heterogeneous populations: solution concepts, equilibria characterization, learning dynamics","publication_year":2016,"publication_date":"2016-06-04","ids":{"openalex":"https://openalex.org/W2408818325","doi":"https://doi.org/10.3233/ia-160092","mag":"2408818325"},"language":"en","primary_location":{"id":"doi:10.3233/ia-160092","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ia-160092","pdf_url":null,"source":{"id":"https://openalex.org/S207922018","display_name":"Intelligenza Artificiale","issn_l":"1724-8035","issn":["1724-8035","2211-0097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligenza Artificiale: The international journal of the AIxIA","raw_type":"journal-article"},"type":"article","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/A5060367013","display_name":"Nicola Gatti","orcid":"https://orcid.org/0000-0001-7349-3932"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Gatti","raw_affiliation_strings":["Politecnico di Milano, Piazza Leonardo da Vinci 32 Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano, Piazza Leonardo da Vinci 32 Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089602608","display_name":"Fabio Panozzo","orcid":null},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Fabio Panozzo","raw_affiliation_strings":["Politecnico di Milano, Piazza Leonardo da Vinci 32 Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano, Piazza Leonardo da Vinci 32 Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017130830","display_name":"Marcello Restelli","orcid":"https://orcid.org/0000-0002-6322-1076"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marcello Restelli","raw_affiliation_strings":["Politecnico di Milano, Piazza Leonardo da Vinci 32 Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano, Piazza Leonardo da Vinci 32 Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089602608"],"corresponding_institution_ids":["https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":0.3732,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69800972,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"10","issue":"1","first_page":"19","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11031","display_name":"Game Theory and Applications","score":0.9969000220298767,"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/T11031","display_name":"Game Theory and Applications","score":0.9969000220298767,"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/T11182","display_name":"Auction Theory and Applications","score":0.9890000224113464,"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/T12137","display_name":"Economic theories and models","score":0.9764999747276306,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/characterization","display_name":"Characterization (materials science)","score":0.8029440641403198},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.6424232721328735},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5959555506706238},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3844539225101471},{"id":"https://openalex.org/keywords/mathematical-economics","display_name":"Mathematical economics","score":0.3781006932258606},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2222936451435089},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.14759370684623718},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12115061283111572},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.09356963634490967}],"concepts":[{"id":"https://openalex.org/C2780841128","wikidata":"https://www.wikidata.org/wiki/Q5073781","display_name":"Characterization (materials science)","level":2,"score":0.8029440641403198},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.6424232721328735},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5959555506706238},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3844539225101471},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.3781006932258606},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2222936451435089},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.14759370684623718},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12115061283111572},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.09356963634490967},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/ia-160092","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ia-160092","pdf_url":null,"source":{"id":"https://openalex.org/S207922018","display_name":"Intelligenza Artificiale","issn_l":"1724-8035","issn":["1724-8035","2211-0097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligenza Artificiale: The international journal of the AIxIA","raw_type":"journal-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1004605","is_oa":false,"landing_page_url":"http://hdl.handle.net/11311/1004605","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W3920829","https://openalex.org/W324295230","https://openalex.org/W1499339896","https://openalex.org/W1503324264","https://openalex.org/W1528676759","https://openalex.org/W1698757037","https://openalex.org/W1984980284","https://openalex.org/W2031098375","https://openalex.org/W2079557194","https://openalex.org/W2086386133","https://openalex.org/W2089649903","https://openalex.org/W2102601607","https://openalex.org/W2118875571","https://openalex.org/W2125467036","https://openalex.org/W2128206785","https://openalex.org/W2140790422","https://openalex.org/W2174806087","https://openalex.org/W2289135644","https://openalex.org/W2615688110","https://openalex.org/W2984019567","https://openalex.org/W3125364035","https://openalex.org/W4237922462","https://openalex.org/W4248083116","https://openalex.org/W4252284432"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3107994849","https://openalex.org/W4247143848","https://openalex.org/W2009883749","https://openalex.org/W2735573198","https://openalex.org/W2390279801","https://openalex.org/W29442446","https://openalex.org/W4391913857"],"abstract_inverted_index":{"The":[0],"adoption":[1],"of":[2,74,88,126],"Nash":[3],"equilibrium":[4,48,61,103],"(NE)":[5],"in":[6,77],"real\u2013world":[7],"settings":[8],"is":[9,45,83],"often":[10],"impractical":[11],"due":[12],"to":[13,55],"its":[14],"too":[15],"restrictive":[16],"assumptions.":[17],"Game":[18],"theory":[19],"and":[20,33,71,106,129],"artificial":[21],"intelligence":[22],"provide":[23,67],"alternative":[24],"(relaxed)":[25],"solution":[26,40],"concepts.":[27],"When":[28],"knowledge":[29],"about":[30],"opponents\u2019":[31],"utilities":[32],"types":[34],"are":[35,119],"not":[36],"available,":[37],"the":[38,46,60,68,75,97,102,130],"appropriate":[39],"concept":[41],"for":[42,121],"extensive\u2013form":[43,81],"games":[44],"self\u2013confirming":[47],"(SCE),":[49],"which":[50,78],"relaxes":[51],"NE":[52],"allowing":[53],"agents":[54],"have":[56],"wrong":[57],"beliefs":[58],"off":[59],"path.":[62],"In":[63],"this":[64],"paper,":[65],"we":[66,95,100,107],"first":[69],"computational":[70],"learning":[72,113,127],"study":[73,101,108],"situations":[76],"a":[79],"two\u2013agent":[80],"game":[82],"played":[84],"by":[85],"heterogeneous":[86],"populations":[87],"individuals":[89],"that":[90,117],"repeatedly":[91],"match":[92],"(e.g.,":[93],"eBay):":[94],"extend":[96],"SCE":[98],"concept,":[99],"computation":[104],"problem,":[105],"how":[109],"these":[110],"equilibria":[111],"affect":[112],"dynamics.":[114],"We":[115],"show":[116],"SCEs":[118],"crucial":[120],"characterizing":[122],"both":[123],"stable":[124],"states":[125],"dynamics":[128,131],"themselves.":[132]},"counts_by_year":[{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
