{"id":"https://openalex.org/W3034481137","doi":"https://doi.org/10.1109/saci46893.2019.9111603","title":"On the Generation of Random Data for Auto-Generative Learning Objects","display_name":"On the Generation of Random Data for Auto-Generative Learning Objects","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W3034481137","doi":"https://doi.org/10.1109/saci46893.2019.9111603","mag":"3034481137"},"language":"en","primary_location":{"id":"doi:10.1109/saci46893.2019.9111603","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saci46893.2019.9111603","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 13th International Symposium on Applied Computational Intelligence and Informatics (SACI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5011985676","display_name":"Felicia-Mirabela Costea","orcid":"https://orcid.org/0000-0002-4366-7556"},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Felicia-Mirabela Costea","raw_affiliation_strings":["Department of Computers and Information Technology, University Politehnica of Timi\u015foara, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computers and Information Technology, University Politehnica of Timi\u015foara, Romania","institution_ids":["https://openalex.org/I3122695212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059604865","display_name":"Ciprian-Bogdan Chiril\u0103","orcid":"https://orcid.org/0000-0002-7819-5237"},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Ciprian-Bogdan Chirila","raw_affiliation_strings":["Department of Computers and Information Technology, University Politehnica of Timi\u015foara, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computers and Information Technology, University Politehnica of Timi\u015foara, Romania","institution_ids":["https://openalex.org/I3122695212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033329577","display_name":"Oana-Sorina Chiril\u0103","orcid":"https://orcid.org/0000-0001-6165-1710"},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Oana-Sorina Chirila","raw_affiliation_strings":["Department of Computers and Information Technology, University Politehnica of Timi\u015foara, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computers and Information Technology, University Politehnica of Timi\u015foara, Romania","institution_ids":["https://openalex.org/I3122695212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110242593","display_name":"Vladimir-Ioan Cre\u0163u","orcid":null},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Vladimir-Ioan Cretu","raw_affiliation_strings":["Department of Computers and Information Technology, University Politehnica of Timi\u015foara, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computers and Information Technology, University Politehnica of Timi\u015foara, Romania","institution_ids":["https://openalex.org/I3122695212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3122695212"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27698976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":null,"first_page":"161","last_page":"166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12171","display_name":"Open Education and E-Learning","score":0.9966999888420105,"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/T12171","display_name":"Open Education and E-Learning","score":0.9966999888420105,"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":0.7107832431793213},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6486613750457764},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.6062323451042175},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.5567488670349121},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.5468322038650513},{"id":"https://openalex.org/keywords/repetition","display_name":"Repetition (rhetorical device)","score":0.5353550910949707},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4969489872455597},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4394973814487457},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43554770946502686},{"id":"https://openalex.org/keywords/random-number-generation","display_name":"Random number generation","score":0.42401671409606934},{"id":"https://openalex.org/keywords/random-variate","display_name":"Random variate","score":0.4216846227645874},{"id":"https://openalex.org/keywords/random-variable","display_name":"Random variable","score":0.3910831809043884},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3497331142425537},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.19112223386764526},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1847316026687622},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.0907314121723175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7107832431793213},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6486613750457764},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.6062323451042175},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.5567488670349121},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.5468322038650513},{"id":"https://openalex.org/C2776141515","wikidata":"https://www.wikidata.org/wiki/Q1274479","display_name":"Repetition (rhetorical device)","level":2,"score":0.5353550910949707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4969489872455597},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4394973814487457},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43554770946502686},{"id":"https://openalex.org/C201866948","wikidata":"https://www.wikidata.org/wiki/Q228206","display_name":"Random number generation","level":2,"score":0.42401671409606934},{"id":"https://openalex.org/C141547133","wikidata":"https://www.wikidata.org/wiki/Q7291996","display_name":"Random variate","level":3,"score":0.4216846227645874},{"id":"https://openalex.org/C122123141","wikidata":"https://www.wikidata.org/wiki/Q176623","display_name":"Random variable","level":2,"score":0.3910831809043884},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3497331142425537},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.19112223386764526},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1847316026687622},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0907314121723175},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/saci46893.2019.9111603","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saci46893.2019.9111603","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 13th International Symposium on Applied Computational Intelligence and Informatics (SACI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1790694596","https://openalex.org/W2525918292","https://openalex.org/W2743881028","https://openalex.org/W2881582551","https://openalex.org/W2888379471","https://openalex.org/W2901321452","https://openalex.org/W2905637145","https://openalex.org/W4321847752","https://openalex.org/W4321848555","https://openalex.org/W6638213793","https://openalex.org/W6728259144","https://openalex.org/W6742732893","https://openalex.org/W6752959069","https://openalex.org/W6850017284"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W2059053549","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W2087346071","https://openalex.org/W4238433571","https://openalex.org/W2967848559"],"abstract_inverted_index":{"Learning":[0,30,132],"by":[1,24,57,143],"repetition":[2,25],"is":[3,26,51,66,120],"a":[4,15,78],"way":[5,21],"of":[6,22,41,111],"learning":[7,23,44,74,96],"that":[8,67],"involves":[9],"repeated":[10],"actions":[11],"allowing":[12],"to":[13,27,35,48,52,84,121],"develop":[14],"skill.":[16],"For":[17],"STEM":[18],"disciplines":[19],"one":[20],"use":[28,53],"Auto-Generative":[29,131],"Objects.":[31],"They":[32,82],"are":[33],"used":[34,71],"create":[36,49],"content":[37],"variations":[38],"in":[39,73,98,127],"each":[40],"the":[42,95,109],"designed":[43],"scenarios.":[45],"One":[46,105],"solution":[47,107],"variation":[50],"random":[54,58,64,91,112,118,140],"numbers":[55,65],"produced":[56,142],"number":[59],"generators.":[60],"The":[61],"problem":[62],"with":[63],"they":[68],"cannot":[69],"be":[70,85],"directly":[72],"objects":[75],"except":[76],"for":[77,94,108],"few":[79],"simple":[80],"cases.":[81],"need":[83],"transformed":[86],"into":[87,114],"consistent":[88,115],"or":[89,116],"controlled":[90,117,139],"values":[92],"necessary":[93],"scenario":[97],"sections":[99],"like:":[100],"question,":[101],"answer":[102],"and":[103,124],"feedback.":[104],"possible":[106],"transformation":[110],"data":[113,119,141],"design":[122],"specialized":[123],"reusable":[125],"libraries":[126],"this":[128],"sense.":[129],"Thus,":[130],"Objects":[133],"creation":[134],"will":[135],"rely":[136],"heavily":[137],"on":[138],"these":[144],"libraries.":[145]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
