{"id":"https://openalex.org/W3185679647","doi":"https://doi.org/10.3390/informatics8030046","title":"Evaluation of the Forms of Education of High School Students Using a Hybrid Model Based on Various Optimization Methods and a Neural Network","display_name":"Evaluation of the Forms of Education of High School Students Using a Hybrid Model Based on Various Optimization Methods and a Neural Network","publication_year":2021,"publication_date":"2021-07-16","ids":{"openalex":"https://openalex.org/W3185679647","doi":"https://doi.org/10.3390/informatics8030046","mag":"3185679647"},"language":"en","primary_location":{"id":"doi:10.3390/informatics8030046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics8030046","pdf_url":"https://www.mdpi.com/2227-9709/8/3/46/pdf","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2227-9709/8/3/46/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052070024","display_name":"Elena Petrovna Dogadina","orcid":"https://orcid.org/0000-0002-9259-8702"},"institutions":[{"id":"https://openalex.org/I211738395","display_name":"Financial University","ror":"https://ror.org/01hnrbb29","country_code":"RU","type":"education","lineage":["https://openalex.org/I211738395"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Elena Petrovna Dogadina","raw_affiliation_strings":["Department of Data Analysis and Machine Learning, Federal State Budgetary Institution of Higher Education, Financial University under the Government of the Russian Federation, 105187 Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0002-9259-8702","affiliations":[{"raw_affiliation_string":"Department of Data Analysis and Machine Learning, Federal State Budgetary Institution of Higher Education, Financial University under the Government of the Russian Federation, 105187 Moscow, Russia","institution_ids":["https://openalex.org/I211738395"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005217350","display_name":"Michael Viktorovich Smirnov","orcid":null},"institutions":[{"id":"https://openalex.org/I211738395","display_name":"Financial University","ror":"https://ror.org/01hnrbb29","country_code":"RU","type":"education","lineage":["https://openalex.org/I211738395"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Michael Viktorovich Smirnov","raw_affiliation_strings":["Department of Data Analysis and Machine Learning, Federal State Budgetary Institution of Higher Education, Financial University under the Government of the Russian Federation, 105187 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Data Analysis and Machine Learning, Federal State Budgetary Institution of Higher Education, Financial University under the Government of the Russian Federation, 105187 Moscow, Russia","institution_ids":["https://openalex.org/I211738395"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034591193","display_name":"Aleksey Osipov","orcid":"https://orcid.org/0000-0002-1261-8559"},"institutions":[{"id":"https://openalex.org/I211738395","display_name":"Financial University","ror":"https://ror.org/01hnrbb29","country_code":"RU","type":"education","lineage":["https://openalex.org/I211738395"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Aleksey Viktorovich Osipov","raw_affiliation_strings":["Department of Data Analysis and Machine Learning, Federal State Budgetary Institution of Higher Education, Financial University under the Government of the Russian Federation, 105187 Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0002-1261-8559","affiliations":[{"raw_affiliation_string":"Department of Data Analysis and Machine Learning, Federal State Budgetary Institution of Higher Education, Financial University under the Government of the Russian Federation, 105187 Moscow, Russia","institution_ids":["https://openalex.org/I211738395"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015279601","display_name":"S. V. Suvorov","orcid":"https://orcid.org/0000-0002-4931-1155"},"institutions":[{"id":"https://openalex.org/I9115533","display_name":"Moscow Polytechnic University","ror":"https://ror.org/03paz2a60","country_code":"RU","type":"education","lineage":["https://openalex.org/I9115533"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Stanislav Vadimovich Suvorov","raw_affiliation_strings":["Federal State Autonomous Educational Institution of Higher Education, Moscow Polytechnic University, 107023 Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0002-4931-1155","affiliations":[{"raw_affiliation_string":"Federal State Autonomous Educational Institution of Higher Education, Moscow Polytechnic University, 107023 Moscow, Russia","institution_ids":["https://openalex.org/I9115533"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5052070024"],"corresponding_institution_ids":["https://openalex.org/I211738395"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":3.1686,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.92144937,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"8","issue":"3","first_page":"46","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9864000082015991,"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":0.9864000082015991,"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/T14182","display_name":"Technology-Enhanced Education Studies","score":0.9398999810218811,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/backtracking","display_name":"Backtracking","score":0.7685040235519409},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6815678477287292},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6632108688354492},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6308021545410156},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5790348052978516},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5600414276123047},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5073615908622742},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5046848058700562},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.4280424118041992},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.4142954349517822},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37351447343826294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3728494644165039},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20702239871025085},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.19850444793701172}],"concepts":[{"id":"https://openalex.org/C156884757","wikidata":"https://www.wikidata.org/wiki/Q798554","display_name":"Backtracking","level":2,"score":0.7685040235519409},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6815678477287292},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6632108688354492},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6308021545410156},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5790348052978516},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5600414276123047},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5073615908622742},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5046848058700562},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.4280424118041992},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.4142954349517822},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37351447343826294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3728494644165039},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20702239871025085},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.19850444793701172},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/informatics8030046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics8030046","pdf_url":"https://www.mdpi.com/2227-9709/8/3/46/pdf","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d36d15fa4b884f5aa61331e66ec3e0ab","is_oa":true,"landing_page_url":"https://doaj.org/article/d36d15fa4b884f5aa61331e66ec3e0ab","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informatics, Vol 8, Iss 3, p 46 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2227-9709/8/3/46/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/informatics8030046","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informatics; Volume 8; Issue 3; Pages: 46","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/informatics8030046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics8030046","pdf_url":"https://www.mdpi.com/2227-9709/8/3/46/pdf","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3185679647.pdf","grobid_xml":"https://content.openalex.org/works/W3185679647.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2791336582","https://openalex.org/W2803594850","https://openalex.org/W2907362029","https://openalex.org/W2925041358","https://openalex.org/W2966736302","https://openalex.org/W2989662765","https://openalex.org/W3010981531","https://openalex.org/W3011648480","https://openalex.org/W3036115283","https://openalex.org/W3044417677","https://openalex.org/W3089200337","https://openalex.org/W3117956175","https://openalex.org/W3121822095","https://openalex.org/W3126449953","https://openalex.org/W3127651411","https://openalex.org/W3128836421","https://openalex.org/W3136620359","https://openalex.org/W3162275395","https://openalex.org/W3170101890","https://openalex.org/W3208844075","https://openalex.org/W6791984036","https://openalex.org/W6795268411"],"related_works":["https://openalex.org/W2097722970","https://openalex.org/W2492127985","https://openalex.org/W291301059","https://openalex.org/W2545041755","https://openalex.org/W1491338215","https://openalex.org/W1536531504","https://openalex.org/W2097557511","https://openalex.org/W2077152097","https://openalex.org/W2127126944","https://openalex.org/W2081721760"],"abstract_inverted_index":{"This":[0],"article":[1],"deals":[2],"with":[3,79],"the":[4,10,36,51,55,74,101,104],"multicriteria":[5],"programming":[6],"model":[7],"to":[8,63,99,107],"optimize":[9],"time":[11,106],"of":[12,25],"completing":[13],"home":[14],"assignments":[15],"by":[16],"school":[17,37],"students":[18],"in":[19],"both":[20],"in-class":[21],"and":[22,48,73,93],"online":[23],"forms":[24],"teaching.":[26],"To":[27],"develop":[28],"a":[29,65,111],"solution,":[30],"we":[31],"defined":[32],"12":[33],"criteria":[34,44,62],"influencing":[35],"exercises\u2019":[38],"effectiveness.":[39],"In":[40],"this":[41],"amount,":[42],"five":[43],"describe":[45],"exercises":[46,56],"themselves":[47],"seven":[49],"others":[50],"conditions":[52],"at":[53],"which":[54,68],"are":[57],"completed.":[58],"We":[59,97],"used":[60],"these":[61],"design":[64],"neural":[66],"network,":[67],"output":[69],"influences":[70],"target":[71],"function":[72],"search":[75,84],"for":[76,103],"optimal":[77,105],"values":[78],"three":[80],"optimization":[81,85,90],"techniques:":[82],"backtracking":[83],"algorithm":[86,91,95],"(BSA),":[87],"particle":[88],"swarm":[89],"(PSO),":[92],"genetic":[94],"(GA).":[96],"propose":[98],"represent":[100],"findings":[102],"complete":[108],"homework":[109],"as":[110],"Pareto":[112],"set.":[113]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
