{"id":"https://openalex.org/W3135644340","doi":"https://doi.org/10.1145/3408877.3439550","title":"Teaching Machine Learning to Computer Science Preservice Teachers","display_name":"Teaching Machine Learning to Computer Science Preservice Teachers","publication_year":2021,"publication_date":"2021-03-03","ids":{"openalex":"https://openalex.org/W3135644340","doi":"https://doi.org/10.1145/3408877.3439550","mag":"3135644340"},"language":"en","primary_location":{"id":"doi:10.1145/3408877.3439550","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3408877.3439550","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 52nd ACM Technical Symposium on Computer Science Education","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/A5077314259","display_name":"Koby Mike","orcid":"https://orcid.org/0000-0002-0977-9845"},"institutions":[{"id":"https://openalex.org/I174306211","display_name":"Technion \u2013 Israel Institute of Technology","ror":"https://ror.org/03qryx823","country_code":"IL","type":"education","lineage":["https://openalex.org/I174306211"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Koby Mike","raw_affiliation_strings":["Technion - Israel Institute of Technology, Haifa, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technion - Israel Institute of Technology, Haifa, Israel","institution_ids":["https://openalex.org/I174306211"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018360140","display_name":"Rinat B. Rosenberg\u2010Kima","orcid":"https://orcid.org/0000-0001-8199-8869"},"institutions":[{"id":"https://openalex.org/I174306211","display_name":"Technion \u2013 Israel Institute of Technology","ror":"https://ror.org/03qryx823","country_code":"IL","type":"education","lineage":["https://openalex.org/I174306211"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Rinat B. Rosenberg-Kima","raw_affiliation_strings":["Technion - Israel Institute of Technology, Haifa, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technion - Israel Institute of Technology, Haifa, Israel","institution_ids":["https://openalex.org/I174306211"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I174306211"],"apc_list":null,"apc_paid":null,"fwci":0.4897,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70093409,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1368","last_page":"1368"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.8245999813079834,"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":0.8245999813079834,"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/T10533","display_name":"Teaching and Learning Programming","score":0.7129999995231628,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7149377465248108},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.650039553642273},{"id":"https://openalex.org/keywords/computer-aided-instruction","display_name":"Computer aided instruction","score":0.4191528558731079},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3452639579772949},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15829551219940186}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7149377465248108},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.650039553642273},{"id":"https://openalex.org/C2986849125","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Computer aided instruction","level":2,"score":0.4191528558731079},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3452639579772949},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15829551219940186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3408877.3439550","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3408877.3439550","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 52nd ACM Technical Symposium on Computer Science Education","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":0,"referenced_works":[],"related_works":["https://openalex.org/W2179074461","https://openalex.org/W1979832058","https://openalex.org/W2163457162","https://openalex.org/W1981961018","https://openalex.org/W4252935804","https://openalex.org/W2064972730","https://openalex.org/W2049541851","https://openalex.org/W1976841731","https://openalex.org/W2048755199","https://openalex.org/W2046363226"],"abstract_inverted_index":{"Machine":[0],"learning":[1,19,39,60,94,98,107,112,127,137,142,144,178,188],"is":[2,51,108,128,138,145,179],"a":[3,16,36,64],"fast-growing":[4],"field":[5],"with":[6,73,122],"various":[7],"applications":[8],"in":[9,157,181],"artificial":[10],"intelligence":[11],"and":[12,32,71,96,175,212],"data":[13],"science.":[14],"Recently,":[15],"new":[17,37],"machine":[18,38,59,83,97,115],"program":[20],"have":[21],"been":[22],"integrated":[23],"into":[24],"the":[25,42,54,74,80,87,114,126,150,158,162,164,172,187,190,198],"Israeli":[26],"high":[27],"school":[28],"computer":[29],"science":[30],"curriculum":[31],"thus":[33],"we":[34,85,196],"added":[35],"module":[40,61],"to":[41,67,89,110,117,140,207],"Methods":[43],"of":[44,53,82,161,189],"Teaching":[45],"Computer":[46],"Science":[47],"(MTCS)":[48],"course,":[49],"which":[50],"part":[52],"teachers'":[55],"preparation":[56],"program.":[57],"This":[58],"provides":[62],"us":[63],"unique":[65],"opportunity":[66],"teach":[68],"both":[69],"pedagogy":[70],"content":[72],"same":[75],"subject":[76],"matter.":[77],"After":[78],"teaching":[79],"basics":[81],"learning,":[84],"asked":[86],"students":[88],"find":[90],"similarities":[91],"between":[92],"human":[93],"theories":[95],"algorithms.":[99],"Students":[100],"identified":[101,156],"several":[102],"interesting":[103],"parallels:":[104],"(a)":[105],"Supervised":[106],"similar":[109,139],"behavioral":[111,141],"as":[113,143,183],"learns":[116],"connect":[118],"training":[119],"examples":[120],"(stimuli)":[121],"labels":[123],"(behavior).":[124],"Also,":[125],"based":[129,146,170],"on":[130,147,171],"minimizing":[131],"error":[132],"(punishment)":[133],"function,":[134],"(b)":[135],"Reinforcement":[136],"feedback":[148],"from":[149],"environment,":[151],"(c)":[152],"Constructivism":[153],"can":[154],"be":[155,205],"iterative":[159],"convergence":[160],"algorithm;":[163],"inner":[165],"model":[166],"improves":[167],"each":[168,184],"iteration":[169],"current":[173],"knowledge,":[174],"(d)":[176],"Social":[177],"reflected":[180],"clustering":[182],"cluster":[185],"affects":[186],"other":[191],"clusters.":[192],"In":[193],"our":[194],"talk,":[195],"present":[197],"idea":[199],"that":[200],"computational":[201],"mental":[202,210],"models":[203,211],"may":[204],"used":[206],"reinforce":[208],"pedagogical":[209],"vice":[213],"versa.":[214]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
