{"id":"https://openalex.org/W4413371311","doi":"https://doi.org/10.1109/tcns.2025.3600814","title":"The Nah Bandit: Modeling User Noncompliance in Recommendation Systems","display_name":"The Nah Bandit: Modeling User Noncompliance in Recommendation Systems","publication_year":2025,"publication_date":"2025-08-20","ids":{"openalex":"https://openalex.org/W4413371311","doi":"https://doi.org/10.1109/tcns.2025.3600814"},"language":"en","primary_location":{"id":"doi:10.1109/tcns.2025.3600814","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcns.2025.3600814","pdf_url":null,"source":{"id":"https://openalex.org/S2502544478","display_name":"IEEE Transactions on Control of Network Systems","issn_l":"2325-5870","issn":["2325-5870","2372-2533"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Control of Network Systems","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/A5083407143","display_name":"Tao Zhou","orcid":"https://orcid.org/0000-0001-8558-7610"},"institutions":[{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tianyue Zhou","raw_affiliation_strings":["Department of Civil and Environmental Engineering and the Laboratory for Information and Decision Systems, Massachusetts Institute of Technology, Cambridge, MA, USA","Department of Civil and Environmental Engineering and the Laboratory for Information &amp; Decision Systems, Massachusetts Institute of Technology, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering and the Laboratory for Information and Decision Systems, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I63966007"]},{"raw_affiliation_string":"Department of Civil and Environmental Engineering and the Laboratory for Information &amp; Decision Systems, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210143601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053435808","display_name":"Jung-Hoon Cho","orcid":"https://orcid.org/0000-0002-3294-321X"},"institutions":[{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jung-Hoon Cho","raw_affiliation_strings":["Department of Civil and Environmental Engineering and the Laboratory for Information and Decision Systems, Massachusetts Institute of Technology, Cambridge, MA, USA","Department of Civil and Environmental Engineering and the Laboratory for Information &amp; Decision Systems, Massachusetts Institute of Technology, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering and the Laboratory for Information and Decision Systems, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I63966007"]},{"raw_affiliation_string":"Department of Civil and Environmental Engineering and the Laboratory for Information &amp; Decision Systems, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210143601"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102933746","display_name":"Cathy Wu","orcid":"https://orcid.org/0000-0001-8594-303X"},"institutions":[{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cathy Wu","raw_affiliation_strings":["Laboratory for Information and Decision Systems, the Institute for Data, Systems, and Society, and the Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA","Laboratory for Information &amp; Decision Systems; the Institute for Data, Systems, and Society; and Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Laboratory for Information and Decision Systems, the Institute for Data, Systems, and Society, and the Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210143601"]},{"raw_affiliation_string":"Laboratory for Information &amp; Decision Systems; the Institute for Data, Systems, and Society; and Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210143601"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5083407143"],"corresponding_institution_ids":["https://openalex.org/I4210143601","https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2532178,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"4","first_page":"2919","last_page":"2931"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.996999979019165,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.996999979019165,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.983299970626831,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10603","display_name":"Smart Grid Energy Management","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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":0.5762986540794373},{"id":"https://openalex.org/keywords/compliance","display_name":"Compliance (psychology)","score":0.5628465414047241},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.36453408002853394},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.15601247549057007}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5762986540794373},{"id":"https://openalex.org/C2781460075","wikidata":"https://www.wikidata.org/wiki/Q1399332","display_name":"Compliance (psychology)","level":2,"score":0.5628465414047241},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.36453408002853394},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.15601247549057007},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcns.2025.3600814","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcns.2025.3600814","pdf_url":null,"source":{"id":"https://openalex.org/S2502544478","display_name":"IEEE Transactions on Control of Network Systems","issn_l":"2325-5870","issn":["2325-5870","2372-2533"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Control of Network Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1412447802","https://openalex.org/W1966553486","https://openalex.org/W1981698497","https://openalex.org/W1987938583","https://openalex.org/W1988790447","https://openalex.org/W2038311374","https://openalex.org/W2042281163","https://openalex.org/W2054141820","https://openalex.org/W2064173066","https://openalex.org/W2076971320","https://openalex.org/W2093825590","https://openalex.org/W2112420033","https://openalex.org/W2123427850","https://openalex.org/W2135194391","https://openalex.org/W2147987742","https://openalex.org/W2148217372","https://openalex.org/W2150593711","https://openalex.org/W2295598076","https://openalex.org/W2340502990","https://openalex.org/W2913854599","https://openalex.org/W2950929549","https://openalex.org/W2998715706","https://openalex.org/W3006982823","https://openalex.org/W3080934299","https://openalex.org/W3104631511","https://openalex.org/W3137992723","https://openalex.org/W3204802685","https://openalex.org/W4206275166","https://openalex.org/W4247690662","https://openalex.org/W4248672808","https://openalex.org/W4251518042","https://openalex.org/W4281753576","https://openalex.org/W4285243756","https://openalex.org/W4292157289","https://openalex.org/W4312931298","https://openalex.org/W4381486697","https://openalex.org/W4391019913","https://openalex.org/W4396542496","https://openalex.org/W4400762160"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2410395228","https://openalex.org/W2390279801","https://openalex.org/W3125941065","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2484615095"],"abstract_inverted_index":{"Recommendation":[0],"systems":[1,20,80],"now":[2],"pervade":[3],"the":[4,22,39,47,95,98,121,146,161,225,241,281,287],"digital":[5],"world,":[6,24,41],"ranging":[7],"from":[8,173],"advertising":[9],"to":[10,16,49,62,66,69,81,110,120,179,229],"entertainment.":[11],"However,":[12],"it":[13,42],"remains":[14],"challenging":[15],"implement":[17],"effective":[18,265,296],"recommendation":[19,79,122,186,276,297],"in":[21,27,38,77,135,224,286],"physical":[23,40],"such":[25,91],"as":[26,240],"mobility":[28],"or":[29],"health.":[30],"This":[31,101,261,278],"work":[32,279],"focuses":[33],"on":[34,156],"a":[35,107,112,137,167,185,209,291],"key":[36],"challenge:":[37],"is":[43,74,88],"often":[44],"easy":[45],"for":[46,125,283,294],"user":[48,92,96,147,181,242],"opt":[50,124],"out":[51],"of":[52,90,154,212,267],"taking":[53],"<italic":[54],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[55,190,195,203,214],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">any</i>":[56],"recommendations":[57,99,155],"if":[58],"they":[59],"are":[60],"not":[61],"her":[63,70],"liking,":[64],"and":[65,123,141,176,201,256,274],"fall":[67],"back":[68],"baseline":[71],"behavior.":[72],"It":[73],"thus":[75,103],"crucial":[76],"cyber-physical":[78],"operate":[82],"with":[83,163,188],"an":[84,151],"interaction":[85],"model":[86,145],"that":[87,170,235,250,264],"aware":[89],"behavior,":[93],"lest":[94],"abandon":[97],"altogether.":[100],"paper":[102],"introduces":[104],"Nah":[105,288],"Bandit,":[106,289],"tongue-in-cheek":[108],"reference":[109],"describe":[111],"Bandit":[113],"problem":[114,133],"where":[115],"users":[116],"can":[117,270],"say":[118],"\u2018nah\u2019":[119],"their":[126],"preferred":[127],"option":[128],"instead.":[129],"As":[130],"such,":[131],"this":[132,236],"lies":[134],"between":[136],"typical":[138],"bandit":[139,259],"setup":[140],"supervised":[142,254],"learning.":[143,183],"We":[144,158],"non-compliance":[148,268],"by":[149],"parameterizing":[150],"anchoring":[152],"effect":[153],"users.":[157],"then":[159],"propose":[160],"Expert":[162],"Clustering":[164],"(EWC)":[165],"algorithm,":[166],"hierarchical":[168],"approach":[169],"incorporates":[171],"feedback":[172,269],"both":[174,253],"recommended":[175],"non-recommended":[177],"options":[178],"accelerate":[180,271],"preference":[182,272],"In":[184],"scenario":[187],"<inline-formula":[189,194,202,213],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[191,196,204,215],"notation=\"LaTeX\">$N$</tex-math></inline-formula>":[192],"users,":[193],"notation=\"LaTeX\">$T$</tex-math></inline-formula>":[197],"rounds":[198],"per":[199],"user,":[200],"notation=\"LaTeX\">$K$</tex-math></inline-formula>":[205],"clusters,":[206],"EWC":[207,251],"achieves":[208],"regret":[210],"bound":[211,237],"notation=\"LaTeX\">$O(N\\sqrt{T\\log":[216],"K}":[217],"+":[218],"NT)$</tex-math></inline-formula>,":[219],"achieving":[220],"superior":[221],"theoretical":[222],"performance":[223],"short":[226],"term":[227],"compared":[228],"LinUCB":[230],"algorithm.":[231],"Moreover,":[232],"we":[233],"show":[234],"decreases":[238],"further":[239],"compliance":[243],"rate":[244],"increases.":[245],"Experimental":[246],"results":[247],"also":[248],"highlight":[249],"outperforms":[252],"learning":[255,273],"traditional":[257],"contextual":[258],"approaches.":[260],"advancement":[262],"reveals":[263],"use":[266],"improve":[275],"accuracy.":[277],"lays":[280],"foundation":[282],"future":[284],"research":[285],"providing":[290],"robust":[292],"framework":[293],"more":[295],"systems.":[298]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}