{"id":"https://openalex.org/W4388666841","doi":"https://doi.org/10.1109/allerton58177.2023.10313487","title":"A Unified Analysis of Dynamic Interactive Learning","display_name":"A Unified Analysis of Dynamic Interactive Learning","publication_year":2023,"publication_date":"2023-09-26","ids":{"openalex":"https://openalex.org/W4388666841","doi":"https://doi.org/10.1109/allerton58177.2023.10313487"},"language":"en","primary_location":{"id":"doi:10.1109/allerton58177.2023.10313487","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/allerton58177.2023.10313487","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 59th Annual Allerton Conference on Communication, Control, and Computing (Allerton)","raw_type":"proceedings-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/A5100622643","display_name":"Xing Gao","orcid":"https://orcid.org/0000-0001-8458-7483"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xing Gao","raw_affiliation_strings":["University of Illinois,Department of Mathematics, Statistics, and Computer Science,Chicago","Department of Mathematics, Statistics, and Computer Science, University of Illinois, Chicago"],"affiliations":[{"raw_affiliation_string":"University of Illinois,Department of Mathematics, Statistics, and Computer Science,Chicago","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"Department of Mathematics, Statistics, and Computer Science, University of Illinois, Chicago","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056734483","display_name":"Thomas Jacob Maranzatto","orcid":"https://orcid.org/0000-0002-6105-2758"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas Maranzatto","raw_affiliation_strings":["University of Illinois,Department of Mathematics, Statistics, and Computer Science,Chicago","Department of Mathematics, Statistics, and Computer Science, University of Illinois, Chicago"],"affiliations":[{"raw_affiliation_string":"University of Illinois,Department of Mathematics, Statistics, and Computer Science,Chicago","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"Department of Mathematics, Statistics, and Computer Science, University of Illinois, Chicago","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081065957","display_name":"Lev Reyzin","orcid":"https://orcid.org/0000-0001-7443-6024"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lev Reyzin","raw_affiliation_strings":["University of Illinois,Department of Mathematics, Statistics, and Computer Science,Chicago","Department of Mathematics, Statistics, and Computer Science, University of Illinois, Chicago"],"affiliations":[{"raw_affiliation_string":"University of Illinois,Department of Mathematics, Statistics, and Computer Science,Chicago","institution_ids":["https://openalex.org/I39422238"]},{"raw_affiliation_string":"Department of Mathematics, Statistics, and Computer Science, University of Illinois, Chicago","institution_ids":["https://openalex.org/I39422238"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100622643"],"corresponding_institution_ids":["https://openalex.org/I39422238"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14745993,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","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/T12072","display_name":"Machine Learning and Algorithms","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/T11269","display_name":"Algorithms and Data Compression","score":0.9987999796867371,"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/T12101","display_name":"Advanced Bandit Algorithms Research","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"}}],"keywords":[{"id":"https://openalex.org/keywords/mistake","display_name":"Mistake","score":0.7610926032066345},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7333530187606812},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5002174377441406},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.490299254655838},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4766817092895508},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4448122978210449},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3599894642829895},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2612907886505127}],"concepts":[{"id":"https://openalex.org/C2777179996","wikidata":"https://www.wikidata.org/wiki/Q911222","display_name":"Mistake","level":2,"score":0.7610926032066345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7333530187606812},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5002174377441406},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.490299254655838},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4766817092895508},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4448122978210449},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3599894642829895},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2612907886505127},{"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/allerton58177.2023.10313487","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/allerton58177.2023.10313487","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 59th Annual Allerton Conference on Communication, Control, and Computing (Allerton)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1596524570","https://openalex.org/W1599836514","https://openalex.org/W2111790732","https://openalex.org/W2115193820","https://openalex.org/W2259817753","https://openalex.org/W2395495808","https://openalex.org/W2583189786","https://openalex.org/W2604316488","https://openalex.org/W2912083425","https://openalex.org/W4252861488","https://openalex.org/W6677392117","https://openalex.org/W6683098704","https://openalex.org/W6744174181","https://openalex.org/W6750452995","https://openalex.org/W6780538504"],"related_works":["https://openalex.org/W1590719878","https://openalex.org/W4244271513","https://openalex.org/W2365974527","https://openalex.org/W4306382224","https://openalex.org/W4226517682","https://openalex.org/W3108263396","https://openalex.org/W2895872277","https://openalex.org/W1561425952","https://openalex.org/W2496555895","https://openalex.org/W4236454870"],"abstract_inverted_index":{"In":[0],"this":[1,47,91],"paper":[2],"we":[3,50,94,115,131],"investigate":[4],"the":[5,56,78,87,96,101,104,110,121,125],"problem":[6,98],"of":[7,73,86,99,112],"learning":[8,26],"evolving":[9],"concepts":[10],"over":[11],"a":[12,28,52,150],"combinatorial":[13],"structure.":[14],"Previous":[15],"work":[16],"by":[17,61,148],"Emamjomeh-Zadeh":[18,62],"et":[19,63],"al.":[20,64],"[1]":[21],"introduced":[22],"dynamics":[23],"into":[24],"interactive":[25],"as":[27,140],"way":[29],"to":[30,46,69],"model":[31,93],"non-static":[32],"user":[33],"preferences":[34],"in":[35],"clustering":[36],"problems":[37],"or":[38],"recommender":[39],"systems.":[40],"We":[41],"provide":[42,132],"many":[43],"useful":[44],"contributions":[45],"problem.":[48],"First,":[49],"give":[51],"framework":[53],"that":[54],"captures":[55],"two":[57],"different":[58],"models":[59],"analyzed":[60],"[1],":[65],"which":[66],"allows":[67],"us":[68],"study":[70,116],"any":[71],"type":[72],"concept":[74],"evolution":[75],"and":[76,82,106,130,143],"matches":[77],"same":[79],"mistake":[80,133],"bounds":[81,108,134],"running":[83],"time":[84],"guarantees":[85],"previous":[88],"models.":[89],"Using":[90],"general":[92,144],"solve":[95],"open":[97],"closing":[100],"gap":[102],"between":[103],"upper":[105],"lower":[107],"on":[109],"number":[111],"mistakes.":[113],"Finally,":[114],"an":[117],"efficient":[118],"algorithm":[119],"where":[120],"learner":[122],"simply":[123],"follows":[124],"feedback":[126],"at":[127],"each":[128],"round,":[129],"for":[135],"low":[136],"diameter":[137,146],"graphs":[138,147],"such":[139],"cliques,":[141],"stars,":[142],"o(logn)":[145],"using":[149],"Markov":[151],"Chain":[152],"model.":[153]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}