iBet uBet web content aggregator. Adding the entire web to your favor.
iBet uBet web content aggregator. Adding the entire web to your favor.



Link to original content: https://api.openalex.org/works/doi:10.1145/3491140.3528267
{"id":"https://openalex.org/W4281736059","doi":"https://doi.org/10.1145/3491140.3528267","title":"Automatic Interpretable Personalized Learning","display_name":"Automatic Interpretable Personalized Learning","publication_year":2022,"publication_date":"2022-05-31","ids":{"openalex":"https://openalex.org/W4281736059","doi":"https://doi.org/10.1145/3491140.3528267"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3491140.3528267","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3491140.3528267","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3491140.3528267","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047556915","display_name":"Ethan Prihar","orcid":"https://orcid.org/0000-0002-5216-9815"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ethan Prihar","raw_affiliation_strings":["Worcester Polytechnic Institute, Worcester, MA, USA"],"affiliations":[{"raw_affiliation_string":"Worcester Polytechnic Institute, Worcester, MA, USA","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038906278","display_name":"Aaron Haim","orcid":"https://orcid.org/0000-0002-9287-4201"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron Haim","raw_affiliation_strings":["Worcester Polytechnic Institute, Worcester, MA, USA"],"affiliations":[{"raw_affiliation_string":"Worcester Polytechnic Institute, Worcester, MA, USA","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076445116","display_name":"Adam Sales","orcid":"https://orcid.org/0000-0003-0416-0610"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adam Sales","raw_affiliation_strings":["Worcester Polytechnic Institute, Worcester, MA, USA"],"affiliations":[{"raw_affiliation_string":"Worcester Polytechnic Institute, Worcester, MA, USA","institution_ids":["https://openalex.org/I107077323"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078998782","display_name":"Neil T. Heffernan","orcid":"https://orcid.org/0000-0002-3280-288X"},"institutions":[{"id":"https://openalex.org/I107077323","display_name":"Worcester Polytechnic Institute","ror":"https://ror.org/05ejpqr48","country_code":"US","type":"education","lineage":["https://openalex.org/I107077323"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neil Heffernan","raw_affiliation_strings":["Worcester Polytechnic Institute, Worcester, MA, USA"],"affiliations":[{"raw_affiliation_string":"Worcester Polytechnic Institute, Worcester, MA, USA","institution_ids":["https://openalex.org/I107077323"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.289,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":6,"citation_normalized_percentile":{"value":0.731366,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":86,"max":88},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Optimization of Multi-Armed Bandit Problems","score":0.9999,"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":"Optimization of Multi-Armed Bandit Problems","score":0.9999,"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/T11122","display_name":"Educational Data Mining and Learning Analytics","score":0.9927,"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/T12761","display_name":"Adaptation to Concept Drift in Data Streams","score":0.9858,"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/interpretability","display_name":"Interpretability","score":0.61567134},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.61357486},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online Learning","score":0.578387},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning Analytics","score":0.568409},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble Learning","score":0.554593},{"id":"https://openalex.org/keywords/incremental-learning","display_name":"Incremental Learning","score":0.548217},{"id":"https://openalex.org/keywords/student-performance-prediction","display_name":"Student Performance Prediction","score":0.539048}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.76673776},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6927652},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.61567134},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.61357486},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5560634},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5112531},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4336835},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.41286233},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19865179},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.1561842},{"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},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.0},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3491140.3528267","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3491140.3528267","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3491140.3528267","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3491140.3528267","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.44,"display_name":"Quality education"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":12,"referenced_works":["https://openalex.org/W2068714596","https://openalex.org/W2112420033","https://openalex.org/W2113386642","https://openalex.org/W2699539148","https://openalex.org/W2742658477","https://openalex.org/W2955290767","https://openalex.org/W3046375251","https://openalex.org/W3105991825","https://openalex.org/W3116286104","https://openalex.org/W3166379333","https://openalex.org/W4299959846","https://openalex.org/W4389138872"],"related_works":["https://openalex.org/W787402332","https://openalex.org/W4385793885","https://openalex.org/W4372406133","https://openalex.org/W4293151273","https://openalex.org/W3164236313","https://openalex.org/W3126416214","https://openalex.org/W2383694","https://openalex.org/W2153073817","https://openalex.org/W2110554190","https://openalex.org/W2049979679"],"abstract_inverted_index":{"Personalized":[0,75],"learning":[1,18,110,187,195,263],"stems":[2],"from":[3,9,143],"the":[4,59,73,87,117,144,165,179,203,208,225],"idea":[5],"that":[6,94,120,163,212,220,232],"students":[7],"benefit":[8],"instructional":[10],"material":[11],"tailored":[12],"to":[13,21,36,43,49,57,85,91,192,216,236],"their":[14,99],"needs.":[15],"Many":[16],"online":[17,100,109,186],"platforms":[19],"purport":[20],"implement":[22],"some":[23],"form":[24],"of":[25,61,66,116,136,169,181],"personalized":[26],"learning,":[27],"often":[28],"through":[29],"on-demand":[30],"tutoring":[31],"or":[32],"self-paced":[33],"instruction,":[34],"but":[35,231],"our":[37],"knowledge":[38],"none":[39],"have":[40],"a":[41,54,124,157,257],"way":[42,56],"automatically":[44],"explore":[45],"for":[46,229,260],"specific":[47,64],"opportunities":[48],"personalize":[50],"students'":[51,194],"education":[52],"nor":[53],"transparent":[55],"identify":[58,217],"effects":[60],"personalization":[62],"on":[63],"groups":[65],"students.":[67],"In":[68,175],"this":[69],"work":[70],"we":[71,149],"present":[72,151],"Automatic":[74],"Learning":[76],"Service":[77],"(APLS).":[78],"The":[79,112,243],"APLS":[80,118,244],"uses":[81],"multi-armed":[82,128,160],"bandit":[83,129,161],"algorithms":[84],"recommend":[86],"most":[88,226],"effective":[89,127,227],"support":[90,139,146,183,228,241],"each":[92],"student":[93],"requests":[95],"assistance":[96],"when":[97],"completing":[98],"work,":[101],"and":[102,126,167,189,240,255],"is":[103,214,247,256],"currently":[104],"used":[105,206],"by":[106,196,207],"ASSISTments,":[107],"an":[108,185],"platform.":[111],"first":[113],"empirical":[114],"study":[115],"found":[119],"Beta-Bernoulli":[121],"Thompson":[122,154],"Sampling,":[123],"popular":[125],"algorithm,":[130],"was":[131,190],"only":[132,222],"slightly":[133],"more":[134,201],"capable":[135],"selecting":[137,142],"helpful":[138],"than":[140,202],"randomly":[141],"relevant":[145],"options.":[147],"Therefore,":[148],"also":[150,233],"Decision":[152],"Tree":[153],"Sampling":[155],"(DTTS),":[156],"novel":[158],"contextual":[159],"algorithm":[162,205],"integrates":[164],"transparency":[166],"interpretability":[168],"decision":[170],"trees":[171],"into":[172],"Thomson":[173],"sampling.":[174],"simulation,":[176],"DTTS":[177,213,246],"overcame":[178],"challenges":[180],"recommending":[182],"within":[184,253],"platform":[188],"able":[191,215],"increase":[193],"as":[197,199],"much":[198],"10%":[200],"current":[204],"APLS.":[209],"We":[210],"demonstrate":[211],"qualitative":[218],"interactions":[219],"not":[221],"help":[223],"determine":[224],"students,":[230,238],"generalize":[234],"well":[235],"new":[237],"problems,":[239],"content.":[242],"using":[245],"now":[248],"being":[249],"deployed":[250],"at":[251],"scale":[252],"ASSISTments":[254],"promising":[258],"tool":[259],"all":[261],"educational":[262],"platforms.":[264]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4281736059","counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5}],"updated_date":"2024-11-29T21:47:02.601321","created_date":"2022-06-13"}