{"id":"https://openalex.org/W3176130003","doi":"https://doi.org/10.1145/3430665.3456326","title":"Machine Learning for Business Students","display_name":"Machine Learning for Business Students","publication_year":2021,"publication_date":"2021-06-18","ids":{"openalex":"https://openalex.org/W3176130003","doi":"https://doi.org/10.1145/3430665.3456326","mag":"3176130003"},"language":"en","primary_location":{"id":"doi:10.1145/3430665.3456326","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3430665.3456326","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3430665.3456326","source":null,"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM Conference on Innovation and Technology in Computer Science Education V. 1","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3430665.3456326","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035392617","display_name":"Linus Wunderlich","orcid":"https://orcid.org/0000-0003-1763-8636"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Linus Wunderlich","raw_affiliation_strings":["Queen Mary University of London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queen Mary University of London, London, United Kingdom","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058039444","display_name":"Allen Higgins","orcid":"https://orcid.org/0000-0001-7772-7660"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Allen Higgins","raw_affiliation_strings":["University College Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004558254","display_name":"Yossi Lichtenstein","orcid":"https://orcid.org/0000-0002-8002-7144"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Yossi Lichtenstein","raw_affiliation_strings":["University College Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4483,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.90178571,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"512","last_page":"518"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9889000058174133,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9889000058174133,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9132999777793884,"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/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9128999710083008,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.749327540397644},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.7242771983146667},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.6185126900672913},{"id":"https://openalex.org/keywords/business-domain","display_name":"Business domain","score":0.560366153717041},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.508183479309082},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43896016478538513},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4045370817184448},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.40230315923690796},{"id":"https://openalex.org/keywords/business-process","display_name":"Business process","score":0.3108939528465271},{"id":"https://openalex.org/keywords/business-rule","display_name":"Business rule","score":0.2858457565307617},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.23718109726905823},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11946812272071838}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.749327540397644},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.7242771983146667},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.6185126900672913},{"id":"https://openalex.org/C193669473","wikidata":"https://www.wikidata.org/wiki/Q5001867","display_name":"Business domain","level":5,"score":0.560366153717041},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.508183479309082},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43896016478538513},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4045370817184448},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.40230315923690796},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.3108939528465271},{"id":"https://openalex.org/C11066294","wikidata":"https://www.wikidata.org/wiki/Q1518244","display_name":"Business rule","level":4,"score":0.2858457565307617},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.23718109726905823},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11946812272071838},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2778648169","wikidata":"https://www.wikidata.org/wiki/Q967768","display_name":"Compatibility (geochemistry)","level":2,"score":0.0},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3430665.3456326","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3430665.3456326","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3430665.3456326","source":null,"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM Conference on Innovation and Technology in Computer Science Education V. 1","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3430665.3456326","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3430665.3456326","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3430665.3456326","source":null,"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th ACM Conference on Innovation and Technology in Computer Science Education V. 1","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3176130003.pdf","grobid_xml":"https://content.openalex.org/works/W3176130003.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2147454772","https://openalex.org/W2557007068","https://openalex.org/W2562598153","https://openalex.org/W2728625256","https://openalex.org/W2771810037","https://openalex.org/W2776393547","https://openalex.org/W2787877753","https://openalex.org/W2910392324","https://openalex.org/W2945020547","https://openalex.org/W2976093463","https://openalex.org/W2979655622","https://openalex.org/W2996639131","https://openalex.org/W2997618083","https://openalex.org/W3100401445"],"related_works":["https://openalex.org/W3123878450","https://openalex.org/W4252604630","https://openalex.org/W1530738925","https://openalex.org/W4205088574","https://openalex.org/W165401667","https://openalex.org/W1587887330","https://openalex.org/W2058191171","https://openalex.org/W2969217337","https://openalex.org/W2466306174","https://openalex.org/W2097547132"],"abstract_inverted_index":{"This":[0],"paper":[1],"reports":[2],"on":[3,11,19],"the":[4,20,30,50],"design":[5],"and":[6,24,40,56,62,77,82,87,109],"teaching":[7,25],"of":[8,32,49,107,116,122],"a":[9],"course":[10],"Machine":[12],"Learning":[13],"(ML)":[14],"for":[15,44,74,113,127],"business":[16,45,90,95,129,140],"students,":[17,96],"focusing":[18],"interaction":[21],"between":[22],"content":[23],"approach.":[26],"We":[27,92],"demonstrate":[28],"that":[29,94,135],"nature":[31,121],"ML":[33,66,123],"technology":[34,134],"is":[35,41],"amenable":[36],"to":[37,60,71],"experiential":[38],"learning":[39,115],"well":[42],"suited":[43],"students":[46],"as":[47],"users":[48],"technology.":[51,118],"The":[52,119],"community-based":[53],"tools,":[54],"documentation":[55],"datasets":[57],"enable":[58],"non-programmers":[59],"use":[61],"adapt":[63],"open,":[64],"public-domain":[65],"examples.":[67],"Students":[68],"learn":[69],"how":[70],"select":[72],"algorithms":[73],"specific":[75],"data":[76],"tasks,":[78],"experiment":[79],"with":[80],"hyper-parameters":[81],"neural-network":[83],"structures,":[84],"evaluate":[85],"results":[86],"interpret":[88],"their":[89],"implications.":[91],"conclude":[93],"at":[97],"least":[98],"in":[99],"our":[100],"school,":[101],"often":[102],"have":[103],"good":[104],"abstract":[105],"understanding":[106],"computing":[108],"may":[110],"be":[111,137],"ready":[112],"deeper":[114],"digital":[117],"general-purpose":[120],"makes":[124],"it":[125,132],"suitable":[126],"real-world":[128],"problems,":[130],"making":[131],"business-relevant":[133],"should":[136],"introduced":[138],"into":[139],"schools.":[141]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}