{"id":"https://openalex.org/W4298109440","doi":"https://doi.org/10.15439/2022f271","title":"Generative Adversarial Networks for students' structure prediction. Preliminary research","display_name":"Generative Adversarial Networks for students' structure prediction. Preliminary research","publication_year":2022,"publication_date":"2022-09-26","ids":{"openalex":"https://openalex.org/W4298109440","doi":"https://doi.org/10.15439/2022f271"},"language":"en","primary_location":{"id":"doi:10.15439/2022f271","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f271","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/271.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2022/drp/pdf/271.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022453850","display_name":"Agata Kozina","orcid":"https://orcid.org/0000-0003-0447-4038"},"institutions":[{"id":"https://openalex.org/I305801656","display_name":"Wroclaw University of Economics and Business","ror":"https://ror.org/013sm1c65","country_code":"PL","type":"education","lineage":["https://openalex.org/I305801656"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Agata Kozina","raw_affiliation_strings":["Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland"],"affiliations":[{"raw_affiliation_string":"Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland","institution_ids":["https://openalex.org/I305801656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031723900","display_name":"Zdzis\u0142aw Kes","orcid":"https://orcid.org/0000-0002-8558-6113"},"institutions":[{"id":"https://openalex.org/I305801656","display_name":"Wroclaw University of Economics and Business","ror":"https://ror.org/013sm1c65","country_code":"PL","type":"education","lineage":["https://openalex.org/I305801656"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Zdzis\u0142aw Kes","raw_affiliation_strings":["Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland"],"affiliations":[{"raw_affiliation_string":"Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland","institution_ids":["https://openalex.org/I305801656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049086555","display_name":"Marcin Hernes","orcid":"https://orcid.org/0000-0002-3832-8154"},"institutions":[{"id":"https://openalex.org/I305801656","display_name":"Wroclaw University of Economics and Business","ror":"https://ror.org/013sm1c65","country_code":"PL","type":"education","lineage":["https://openalex.org/I305801656"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Marcin Hernes","raw_affiliation_strings":["Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland"],"affiliations":[{"raw_affiliation_string":"Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland","institution_ids":["https://openalex.org/I305801656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083302976","display_name":"Pawe\u0142 Golec","orcid":null},"institutions":[{"id":"https://openalex.org/I305801656","display_name":"Wroclaw University of Economics and Business","ror":"https://ror.org/013sm1c65","country_code":"PL","type":"education","lineage":["https://openalex.org/I305801656"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Pawe\u0142 Golec","raw_affiliation_strings":["Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland"],"affiliations":[{"raw_affiliation_string":"Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland","institution_ids":["https://openalex.org/I305801656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103211892","display_name":"Krzysztof Nowosielski","orcid":"https://orcid.org/0000-0002-8151-8017"},"institutions":[{"id":"https://openalex.org/I305801656","display_name":"Wroclaw University of Economics and Business","ror":"https://ror.org/013sm1c65","country_code":"PL","type":"education","lineage":["https://openalex.org/I305801656"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Krzysztof Nowosielski","raw_affiliation_strings":["Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland"],"affiliations":[{"raw_affiliation_string":"Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland","institution_ids":["https://openalex.org/I305801656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030653085","display_name":"Olena Sidor","orcid":null},"institutions":[{"id":"https://openalex.org/I305801656","display_name":"Wroclaw University of Economics and Business","ror":"https://ror.org/013sm1c65","country_code":"PL","type":"education","lineage":["https://openalex.org/I305801656"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Olena Sidor","raw_affiliation_strings":["Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland"],"affiliations":[{"raw_affiliation_string":"Wroclaw University of Economics and Business ul. Komandorska 118/120, 53-345 WrocCaw, Poland","institution_ids":["https://openalex.org/I305801656"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008519698","display_name":"Korlan Zhanat","orcid":null},"institutions":[{"id":"https://openalex.org/I105208703","display_name":"Almaty Management University","ror":"https://ror.org/00rhgqg04","country_code":"KZ","type":"education","lineage":["https://openalex.org/I105208703"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Korlan Zhanat","raw_affiliation_strings":["Almaty Management University Rozybakiev Street 227, Almaty 050060, Kazachstan"],"affiliations":[{"raw_affiliation_string":"Almaty Management University Rozybakiev Street 227, Almaty 050060, Kazachstan","institution_ids":["https://openalex.org/I105208703"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5022453850"],"corresponding_institution_ids":["https://openalex.org/I305801656"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23863636,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"31","issue":null,"first_page":"113","last_page":"120"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14406","display_name":"Multidisciplinary Science and Engineering Research","score":0.8902999758720398,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T14406","display_name":"Multidisciplinary Science and Engineering Research","score":0.8902999758720398,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.8603000044822693,"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/adversarial-system","display_name":"Adversarial system","score":0.8326241374015808},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.8087854385375977},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6961368322372437},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5730289220809937},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35657578706741333},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3359997272491455}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8326241374015808},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.8087854385375977},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6961368322372437},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5730289220809937},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35657578706741333},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3359997272491455}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2022f271","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f271","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/271.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:8c34fba191d6449ba6b684dc429a169d","is_oa":true,"landing_page_url":"https://doaj.org/article/8c34fba191d6449ba6b684dc429a169d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 31, Pp 113-120 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2022f271","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f271","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/271.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4298109440.pdf","grobid_xml":"https://content.openalex.org/works/W4298109440.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W621877270","https://openalex.org/W1577343721","https://openalex.org/W2170586871","https://openalex.org/W2500726635","https://openalex.org/W2992049457","https://openalex.org/W4232671675"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4312499838","https://openalex.org/W2581485081","https://openalex.org/W2912150345","https://openalex.org/W4220812973","https://openalex.org/W3198184493","https://openalex.org/W3156291593","https://openalex.org/W2901368259","https://openalex.org/W3046843850","https://openalex.org/W4386716251"],"abstract_inverted_index":{"The":[0,49,119],"effectiveness":[1],"of":[2,17,24,33,35,47,51,59,65,69,78,94,99,116,126,138,155],"the":[3,15,22,31,36,57,63,76,127,145,153],"university's":[4],"functioning":[5],"and":[6,39,71,83],"its":[7],"organizational":[8],"culture":[9],"can":[10],"be":[11],"improved":[12],"thanks":[13],"to":[14,55,112],"use":[16,77],"machine":[18,80],"learning.":[19],"At":[20,105],"Universities,":[21],"context":[23],"student":[25,66],"anticipation":[26],"is":[27,54,108],"very":[28],"important":[29],"from":[30,90],"point":[32],"view":[34],"fundamental":[37],"planning":[38],"control":[40],"functions":[41],"associated":[42],"with":[43],"this":[44,52],"specific":[45],"form":[46],"management.":[48,118],"purpose":[50],"study":[53],"present":[56],"results":[58],"an":[60],"experiment":[61],"involving":[62],"prediction":[64],"structure":[67],"(attributes":[68],"students":[70],"their":[72],"activities)":[73],"based":[74],"on":[75],"a":[79,91,95,109],"learning":[81],"solution":[82],"comparing":[84],"them":[85],"against":[86],"real":[87],"data":[88],"obtained":[89],"registry":[92],"system":[93,117],"European":[96],"public":[97],"institution":[98],"higher":[100],"education":[101],"in":[102,136],"economic":[103],"sciences.":[104],"universities,":[106],"there":[107],"clear":[110],"need":[111],"support":[113],"various":[114],"components":[115],"experiments":[120],"revealed":[121],"that":[122],"-for":[123],"11":[124],"out":[125],"48":[128],"examined":[129],"datasets":[130],"-the":[131],"Percentage":[132],"Similarity":[133],"Index":[134],"was":[135,141],"excess":[137],"75%":[139],"but":[140],"decidedly":[142],"lower":[143],"for":[144],"remaining":[146],"sets":[147,150],"(with":[148],"18":[149],"assessed":[151],"below":[152],"margin":[154],"50%).":[156]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}