{"id":"https://openalex.org/W4404107882","doi":"https://doi.org/10.1515/jisys-2024-0227","title":"Optimal design of neural network-based fuzzy predictive control model for recommending educational resources in the context of information technology","display_name":"Optimal design of neural network-based fuzzy predictive control model for recommending educational resources in the context of information technology","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404107882","doi":"https://doi.org/10.1515/jisys-2024-0227"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2024-0227","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2024-0227","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/jisys-2024-0227/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.degruyterbrill.com/document/doi/10.1515/jisys-2024-0227/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100442044","display_name":"Tingting Liu","orcid":"https://orcid.org/0000-0003-3671-2782"},"institutions":[{"id":"https://openalex.org/I1308199089","display_name":"Harbin University","ror":"https://ror.org/00ey9xa07","country_code":"CN","type":"education","lineage":["https://openalex.org/I1308199089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tingting Liu","raw_affiliation_strings":["Library, Harbin University , Harbin , 150000 , China"],"affiliations":[{"raw_affiliation_string":"Library, Harbin University , Harbin , 150000 , China","institution_ids":["https://openalex.org/I1308199089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100735692","display_name":"Qiyuan Liu","orcid":"https://orcid.org/0000-0002-8941-911X"},"institutions":[{"id":"https://openalex.org/I4210140623","display_name":"Sixth Hospital of Changchun City","ror":"https://ror.org/034npc439","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210140623"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiyuan Liu","raw_affiliation_strings":["Changchun Sixth High School , Changchun , 130000 , China"],"affiliations":[{"raw_affiliation_string":"Changchun Sixth High School , Changchun , 130000 , China","institution_ids":["https://openalex.org/I4210140623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000587875","display_name":"Wang Xiao-bei","orcid":"https://orcid.org/0000-0003-4682-8447"},"institutions":[{"id":"https://openalex.org/I82333064","display_name":"Chinese Academy of Governance","ror":"https://ror.org/006cgkx15","country_code":"CN","type":"government","lineage":["https://openalex.org/I82333064"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaobei Wang","raw_affiliation_strings":["School of Marxism, Heilongjiang Academy of Governance , Harbin , 150000 , China"],"affiliations":[{"raw_affiliation_string":"School of Marxism, Heilongjiang Academy of Governance , Harbin , 150000 , China","institution_ids":["https://openalex.org/I82333064"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100397725","display_name":"Yang Yang","orcid":"https://orcid.org/0000-0003-0608-9408"},"institutions":[{"id":"https://openalex.org/I1308199089","display_name":"Harbin University","ror":"https://ror.org/00ey9xa07","country_code":"CN","type":"education","lineage":["https://openalex.org/I1308199089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Yang","raw_affiliation_strings":["College of Art and Design, Harbin University , Harbin , 150000 , China"],"affiliations":[{"raw_affiliation_string":"College of Art and Design, Harbin University , Harbin , 150000 , China","institution_ids":["https://openalex.org/I1308199089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100442044"],"corresponding_institution_ids":["https://openalex.org/I1308199089"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17762456,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13567","display_name":"AI and Multimedia in Education","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T13567","display_name":"AI and Multimedia in Education","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T14025","display_name":"Educational Technology and Assessment","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9854000210762024,"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/computer-science","display_name":"Computer science","score":0.7479338049888611},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6544823050498962},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6344738602638245},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5620272159576416},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5583022832870483},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5073687434196472},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.485464870929718},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.47052180767059326},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.35207170248031616},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.33571720123291016}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7479338049888611},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6544823050498962},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6344738602638245},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5620272159576416},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5583022832870483},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5073687434196472},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.485464870929718},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.47052180767059326},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.35207170248031616},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.33571720123291016},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2024-0227","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2024-0227","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/jisys-2024-0227/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0541640b94b44ba29cce483e5dcc9f44","is_oa":true,"landing_page_url":"https://doaj.org/article/0541640b94b44ba29cce483e5dcc9f44","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":"Journal of Intelligent Systems, Vol 33, Iss 1, Pp 2123-6 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2024-0227","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2024-0227","pdf_url":"https://www.degruyterbrill.com/document/doi/10.1515/jisys-2024-0227/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335869","display_name":"National Social Science Fund of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404107882.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2884536266","https://openalex.org/W3098740611","https://openalex.org/W3133386503","https://openalex.org/W3134212048","https://openalex.org/W3138315599","https://openalex.org/W3157710576","https://openalex.org/W3159283251","https://openalex.org/W3166673355","https://openalex.org/W3170865046","https://openalex.org/W3183048323","https://openalex.org/W3194668998","https://openalex.org/W3196519052","https://openalex.org/W4200107191","https://openalex.org/W4205961389","https://openalex.org/W4212835306","https://openalex.org/W4293083811","https://openalex.org/W4312550135","https://openalex.org/W4362503527","https://openalex.org/W4379032519"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W1982750869","https://openalex.org/W2019521278","https://openalex.org/W3207109968","https://openalex.org/W2336148757","https://openalex.org/W135622916","https://openalex.org/W829773823","https://openalex.org/W2937114745"],"abstract_inverted_index":{"Abstract":[0],"As":[1],"the":[2,16,20,57,66,73,81,90,99,108,120,127,143,150,158,161,165,170,188],"information":[3,76,177],"technology":[4],"develops,":[5],"educational":[6,27,69,192],"resource":[7,70,193],"recommendation":[8,71,83,147,194],"system":[9],"has":[10,43,134,173],"become":[11,44],"an":[12,45],"indispensable":[13],"part":[14],"of":[15,59,68,75,107,130,149,160,191],"education":[17],"field.":[18],"At":[19],"same":[21],"time,":[22],"people\u2019s":[23],"demand":[24,38],"for":[25,187],"personalised":[26,41,180],"resources":[28],"is":[29,62],"also":[30,111,133],"growing;":[31],"therefore,":[32],"how":[33],"to":[34,64],"accurately":[35],"predict":[36],"user":[37],"and":[39,87,114,146,164,179],"provide":[40],"recommendations":[42],"important":[46],"issue.":[47],"In":[48,123],"this":[49,131],"study,":[50],"a":[51,135,184],"fuzzy":[52],"predictive":[53,144],"control":[54,100,121,125],"model":[55,82,110,129,151,172],"on":[56,89],"grounds":[58],"neural":[60,162],"network":[61,163],"proposed":[63,109,128,171],"optimise":[65],"design":[67,190],"in":[72,176],"context":[74],"technology.":[77],"After":[78],"experimental":[79],"testing,":[80],"fit":[84],"reached":[85,112],"95.16":[86],"92.91%":[88],"two":[91],"test":[92],"datasets,":[93],"which":[94,116,182],"are":[95,117],"significantly":[96],"higher":[97,118],"than":[98,119],"model.":[101,122],"The":[102,138],"average":[103],"F":[104],"1":[105],"values":[106],"95.21":[113],"88.77%,":[115],"other":[124],"experiments,":[126],"study":[132],"better":[136],"performance.":[137],"relevant":[139],"outcomes":[140],"showcase":[141],"that":[142],"performance":[145,175],"effect":[148],"can":[152],"be":[153],"further":[154],"enhanced":[155],"by":[156],"improving":[157],"structure":[159],"parameter":[166],"optimisation":[167],"method.":[168],"Meanwhile,":[169],"high":[174],"overload":[178],"demand,":[181],"offers":[183],"useful":[185],"reference":[186],"optimal":[189],"system.":[195]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2024-11-07T00:00:00"}