{"id":"https://openalex.org/W2996435697","doi":"https://doi.org/10.1145/3362077.3362083","title":"AI education matters","display_name":"AI education matters","publication_year":2019,"publication_date":"2019-12-06","ids":{"openalex":"https://openalex.org/W2996435697","doi":"https://doi.org/10.1145/3362077.3362083","mag":"2996435697"},"language":"en","primary_location":{"id":"doi:10.1145/3362077.3362083","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3362077.3362083","pdf_url":null,"source":{"id":"https://openalex.org/S4210187303","display_name":"AI Matters","issn_l":"2372-3483","issn":["2372-3483"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Matters","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/A5050581938","display_name":"Marion Neumann","orcid":null},"institutions":[{"id":"https://openalex.org/I204465549","display_name":"Washington University in St. Louis","ror":"https://ror.org/01yc7t268","country_code":"US","type":"education","lineage":["https://openalex.org/I204465549"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Marion Neumann","raw_affiliation_strings":["Washington University in St. Louis"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington University in St. Louis","institution_ids":["https://openalex.org/I204465549"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5050581938"],"corresponding_institution_ids":["https://openalex.org/I204465549"],"apc_list":null,"apc_paid":null,"fwci":0.2902,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.68410238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"5","issue":"3","first_page":"21","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13650","display_name":"Computational Physics and Python Applications","score":0.7328000068664551,"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/T13650","display_name":"Computational Physics and Python Applications","score":0.7328000068664551,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.6887999773025513,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.6229000091552734,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/curriculum","display_name":"Curriculum","score":0.6329904794692993},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5978699922561646},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5683959126472473},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5543043613433838},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.42609116435050964},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3508830666542053},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23532232642173767},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18330103158950806},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.11330258846282959}],"concepts":[{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6329904794692993},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5978699922561646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5683959126472473},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5543043613433838},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.42609116435050964},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3508830666542053},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23532232642173767},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18330103158950806},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.11330258846282959}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3362077.3362083","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3362077.3362083","pdf_url":null,"source":{"id":"https://openalex.org/S4210187303","display_name":"AI Matters","issn_l":"2372-3483","issn":["2372-3483"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Matters","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":3,"referenced_works":["https://openalex.org/W2246361553","https://openalex.org/W2279798675","https://openalex.org/W2742272031"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":{"Traditionally":[0],"artificial":[1],"intelligence":[2],"(AI)":[3],"and":[4,14,36,39,50,57,80,102,104,137,153,174,177,214,231,252],"machine":[5],"learning":[6,25,253],"(ML)":[7],"courses":[8,211],"are":[9,109],"taught":[10,121],"at":[11,122],"the":[12,23,40,88,123,192,196,217,229,245,255],"senior":[13],"graduate":[15],"level":[16,125,220],"in":[17,126,151,157,191,223],"higher-education":[18],"computer":[19,128],"science":[20,129,257],"curricula":[21,207],"following":[22],"mastery":[24],"strategy,":[26],"cf.":[27],"Figure":[28],"1.":[29],"This":[30],"makes":[31,162],"sense,":[32],"since":[33],"most":[34],"AI":[35,136,169,213,235],"ML":[37,138,215],"models":[38],"theory":[41],"behind":[42],"them":[43],"require":[44],"a":[45,65,127,186],"substantial":[46,116],"understanding":[47],"of":[48,112,234,247],"probability":[49,82],"statistics,":[51],"as":[52,54,64,148,195],"well":[53,149],"advanced":[55],"calculus":[56],"matrix":[58],"algebra.":[59],"To":[60],"understand":[61,78,99],"Logistic":[62],"Regression":[63],"probabilistic":[66],"classifier":[67],"performing":[68],"maximum-likelihood":[69],"or":[70],"maximum-a-posteriori":[71],"estimation,":[72],"for":[73,198],"example,":[74],"students":[75,96,227],"need":[76,97],"to":[77,86,92,98,164,182,185,204,208,212,225,228,239,243],"joint":[79],"conditional":[81],"distributions.":[83],"In":[84],"order":[85],"derive":[87],"back":[89],"propagation":[90],"algorithm":[91],"train":[93],"Neural":[94],"Networks":[95],"partial":[100],"derivatives":[101],"inner":[103],"outer":[105],"tensor":[106],"products.":[107],"These":[108],"just":[110],"two":[111],"many":[113],"examples":[114],"where":[115],"mathematical":[117],"background":[118],"-":[119,132],"typically":[120],"junior":[124],"major":[130],"program":[131],"is":[133,180,242],"required.":[134],"With":[135],"algorithms":[139],"being":[140],"used":[141,181],"more":[142],"widely":[143],"by":[144],"enterprises":[145],"across":[146],"domains,":[147],"as,":[150],"applications":[152],"services":[154],"we":[155,202],"use":[156],"our":[158,206],"daily":[159],"lives,":[160],"it":[161,172,179],"sense":[163],"raise":[165],"awareness":[166],"about":[167],"what":[168,171],"is,":[170],"can":[173],"cannot":[175],"do,":[176],"how":[178],"solve":[183],"problems":[184],"broader":[187],"audience.":[188],"Very":[189],"much":[190],"same":[193],"spirit":[194],"\"CS":[197],"all\"":[199],"idea":[200],"(https://www.csforall.org),":[201],"have":[203],"extend":[205],"include":[209],"introductory":[210],"on":[216],"early":[218],"undergraduate":[219],"(or":[221],"even":[222],"high-school)":[224],"expose":[226],"ideas":[230],"working":[232,248],"principles":[233,246],"technology.":[236],"One":[237],"way":[238],"achieve":[240],"this":[241],"introduce":[244],"with":[249],"data,":[250],"modeling,":[251],"through":[254],"data":[256],"workflow.":[258]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}