{"id":"https://openalex.org/W3154904548","doi":"https://doi.org/10.3233/faia200551","title":"Effectiveness of a Hybrid Deep Learning Model Integrated with a Hybrid Parameterisation Model in Decision-Making Analysis","display_name":"Effectiveness of a Hybrid Deep Learning Model Integrated with a Hybrid Parameterisation Model in Decision-Making Analysis","publication_year":2020,"publication_date":"2020-09-15","ids":{"openalex":"https://openalex.org/W3154904548","doi":"https://doi.org/10.3233/faia200551","mag":"3154904548"},"language":"en","primary_location":{"id":"doi:10.3233/faia200551","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia200551","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","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/A5113506511","display_name":"Masurah Mohamad","orcid":null},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]},{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Masurah Mohamad","raw_affiliation_strings":["Faculty of Computer and Mathematical Sciences, Universiti Teknologi MARA, Perak Branch, Tapah Campus, Tapah Road, 35400 Perak, Malaysia","Faculty of Engineering, Universiti Teknologi Malaysia & Media and Game Innovation Centre of Excellence (MaGICX), Universiti Teknologi Malaysia, 81310 Johor Baharu, Johor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Mathematical Sciences, Universiti Teknologi MARA, Perak Branch, Tapah Campus, Tapah Road, 35400 Perak, Malaysia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Faculty of Engineering, Universiti Teknologi Malaysia & Media and Game Innovation Centre of Excellence (MaGICX), Universiti Teknologi Malaysia, 81310 Johor Baharu, Johor, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089742876","display_name":"Ali Selamat","orcid":"https://orcid.org/0000-0001-9746-8459"},"institutions":[{"id":"https://openalex.org/I75092371","display_name":"University of Hradec Kr\u00e1lov\u00e9","ror":"https://ror.org/05k238v14","country_code":"CZ","type":"education","lineage":["https://openalex.org/I75092371"]},{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["CZ","MY"],"is_corresponding":false,"raw_author_name":"Ali Selamat","raw_affiliation_strings":["Faculty of Engineering, Universiti Teknologi Malaysia & Media and Game Innovation Centre of Excellence (MaGICX), Universiti Teknologi Malaysia, 81310 Johor Baharu, Johor, Malaysia","Malaysia Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur, Malaysia","University of Hradec Kralove, Rokitanskeho 62, 500 03 Hradec Kralove, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Universiti Teknologi Malaysia & Media and Game Innovation Centre of Excellence (MaGICX), Universiti Teknologi Malaysia, 81310 Johor Baharu, Johor, Malaysia","institution_ids":["https://openalex.org/I4576418"]},{"raw_affiliation_string":"Malaysia Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I4576418"]},{"raw_affiliation_string":"University of Hradec Kralove, Rokitanskeho 62, 500 03 Hradec Kralove, Czech Republic","institution_ids":["https://openalex.org/I75092371"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5113506511"],"corresponding_institution_ids":["https://openalex.org/I4576418","https://openalex.org/I82724352"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27109705,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.8125,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.8125,"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/deep-learning","display_name":"Deep learning","score":0.7341158390045166},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7191681861877441},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6714737415313721},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6137643456459045},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.573294460773468},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.4270011782646179},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3402464687824249}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7341158390045166},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7191681861877441},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6714737415313721},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6137643456459045},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.573294460773468},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.4270011782646179},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3402464687824249}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia200551","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia200551","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7900000214576721,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3024870410","https://openalex.org/W2410652950","https://openalex.org/W4380150146","https://openalex.org/W4283773154","https://openalex.org/W3139174110","https://openalex.org/W4289597203","https://openalex.org/W1977098485","https://openalex.org/W2085630472","https://openalex.org/W4285201053","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Deep":[0],"learning":[1,18,43,50],"has":[2],"recently":[3],"gained":[4],"the":[5,38,41,79],"attention":[6],"of":[7,29,40],"many":[8],"researchers":[9],"in":[10,59,71],"various":[11],"fields.":[12],"A":[13],"new":[14],"and":[15,62,101,108],"emerging":[16],"machine":[17],"technique,":[19],"it":[20,114],"is":[21],"derived":[22],"from":[23],"a":[24,47,55,118],"neural":[25],"network":[26],"algorithm":[27],"capable":[28],"analysing":[30],"unstructured":[31],"datasets":[32,65,95],"without":[33],"supervision.":[34],"This":[35],"study":[36],"compared":[37],"effectiveness":[39],"deep":[42,49],"(DL)":[44],"model":[45,52,58,81],"vs.":[46],"hybrid":[48,56,119],"(HDL)":[51],"integrated":[53,116],"with":[54,97,117],"parameterisation":[57,120],"handling":[60],"complex":[61,93],"missing":[63,98],"medical":[64,94],"as":[66,68,106],"well":[67,105,107],"their":[69],"performance":[70],"increasing":[72],"classification.":[73],"The":[74],"results":[75],"showed":[76],"that":[77],"1)":[78],"DL":[80,88],"performed":[82,104],"better":[83],"on":[84],"its":[85],"own,":[86],"2)":[87],"was":[89,115],"able":[90],"to":[91],"analyse":[92],"even":[96],"data":[99],"values,":[100],"3)":[102],"HDL":[103],"had":[109],"faster":[110],"processing":[111],"times":[112],"since":[113],"model.":[121]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
