{"id":"https://openalex.org/W4409316251","doi":"https://doi.org/10.3390/computation13040093","title":"Deep Multi-Component Neural Network Architecture","display_name":"Deep Multi-Component Neural Network Architecture","publication_year":2025,"publication_date":"2025-04-08","ids":{"openalex":"https://openalex.org/W4409316251","doi":"https://doi.org/10.3390/computation13040093"},"language":"en","primary_location":{"id":"doi:10.3390/computation13040093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040093","pdf_url":"https://www.mdpi.com/2079-3197/13/4/93/pdf?version=1744252542","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2079-3197/13/4/93/pdf?version=1744252542","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072184955","display_name":"Chafik Boulealam","orcid":"https://orcid.org/0000-0002-2097-9098"},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Chafik Boulealam","raw_affiliation_strings":["LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-2097-9098","affiliations":[{"raw_affiliation_string":"LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085210407","display_name":"Hajar Filali","orcid":"https://orcid.org/0000-0001-7623-2113"},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hajar Filali","raw_affiliation_strings":["LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco","Laboratory of Innovation in Management and Engineering (LIMIE), I\u015aGA, Fez 30000, Morocco"],"raw_orcid":"https://orcid.org/0000-0001-7623-2113","affiliations":[{"raw_affiliation_string":"LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco","institution_ids":["https://openalex.org/I81605866"]},{"raw_affiliation_string":"Laboratory of Innovation in Management and Engineering (LIMIE), I\u015aGA, Fez 30000, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090906662","display_name":"Jamal Riffi","orcid":null},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Jamal Riffi","raw_affiliation_strings":["LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051206962","display_name":"Mohamed Adnane Mahraz","orcid":null},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Adnane Mohamed Mahraz","raw_affiliation_strings":["LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038331849","display_name":"Hamid Tairi","orcid":"https://orcid.org/0000-0002-5445-0037"},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hamid Tairi","raw_affiliation_strings":["LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LISAC, Department of Computer Science, Faculty of Science Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez 30000, Morocco","institution_ids":["https://openalex.org/I81605866"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5072184955"],"corresponding_institution_ids":["https://openalex.org/I81605866"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05395702,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"4","first_page":"93","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10320","display_name":"Neural Networks and Applications","score":0.998199999332428,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.7754972577095032},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6546554565429688},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5378085970878601},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5217912197113037},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4204411208629608},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.40641167759895325},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.11800876259803772}],"concepts":[{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.7754972577095032},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6546554565429688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5378085970878601},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5217912197113037},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4204411208629608},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.40641167759895325},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.11800876259803772},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computation13040093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040093","pdf_url":"https://www.mdpi.com/2079-3197/13/4/93/pdf?version=1744252542","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fffa9f773a4d47759310786b1179d98a","is_oa":true,"landing_page_url":"https://doaj.org/article/fffa9f773a4d47759310786b1179d98a","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":"Computation, Vol 13, Iss 4, p 93 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computation13040093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computation13040093","pdf_url":"https://www.mdpi.com/2079-3197/13/4/93/pdf?version=1744252542","source":{"id":"https://openalex.org/S2738402919","display_name":"Computation","issn_l":"2079-3197","issn":["2079-3197"],"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":"Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409316251.pdf","grobid_xml":"https://content.openalex.org/works/W4409316251.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2103943262","https://openalex.org/W2163922914","https://openalex.org/W2201824366","https://openalex.org/W2963686995","https://openalex.org/W2992308087","https://openalex.org/W3035152412","https://openalex.org/W3126792443","https://openalex.org/W3173365702","https://openalex.org/W3176211720","https://openalex.org/W3197564219","https://openalex.org/W4214493665","https://openalex.org/W4295094430","https://openalex.org/W4311361333","https://openalex.org/W4312675304","https://openalex.org/W6687951774"],"related_works":["https://openalex.org/W2357256365","https://openalex.org/W2348502264","https://openalex.org/W2365486383","https://openalex.org/W2362059367","https://openalex.org/W2350084742","https://openalex.org/W2901443725","https://openalex.org/W2357988862","https://openalex.org/W1855558850","https://openalex.org/W1852677413","https://openalex.org/W2038503502"],"abstract_inverted_index":{"Existing":[0],"neural":[1],"network":[2],"architectures":[3],"often":[4],"struggle":[5],"with":[6],"two":[7],"critical":[8],"limitations:":[9],"(1)":[10],"information":[11,71,134],"loss":[12,93],"during":[13],"dataset":[14,108],"length":[15],"standardization,":[16],"where":[17],"variable-length":[18,59,187],"samples":[19,63],"are":[20],"forced":[21],"into":[22,64],"fixed":[23],"dimensions,":[24],"and":[25,95,114,127,149,159,168,181,186],"(2)":[26],"inefficient":[27],"feature":[28],"selection":[29],"in":[30],"single-modal":[31],"systems,":[32],"which":[33,85],"treats":[34],"all":[35],"features":[36,80,113],"equally":[37],"regardless":[38],"of":[39,66,89,155,184],"relevance.":[40],"To":[41],"address":[42],"these":[43],"issues,":[44],"this":[45],"paper":[46],"introduces":[47],"the":[48,87,105,144],"Deep":[49],"Multi-Components":[50],"Neural":[51],"Network":[52],"(DMCNN),":[53],"a":[54,82,99,191],"novel":[55],"architecture":[56],"that":[57,72],"processes":[58],"data":[60,123],"by":[61,176],"regrouping":[62],"components":[65],"similar":[67],"lengths,":[68],"thereby":[69],"preserving":[70],"traditional":[73],"methods":[74,165],"discard.":[75],"DMCNN":[76,119,151],"dynamically":[77],"prioritizes":[78],"task-relevant":[79],"through":[81],"component-weighting":[83],"mechanism,":[84],"calculates":[86],"importance":[88],"each":[90],"component":[91],"via":[92],"functions":[94],"adjusts":[96],"weights":[97],"using":[98],"SoftMax":[100],"function.":[101],"This":[102],"approach":[103],"eliminates":[104],"need":[106],"for":[107,194],"standardization":[109],"while":[110],"enhancing":[111],"meaningful":[112],"suppressing":[115],"irrelevant":[116],"ones.":[117],"Additionally,":[118],"seamlessly":[120],"integrates":[121],"multimodal":[122,185],"(e.g.,":[124],"text,":[125],"speech,":[126],"signals)":[128],"as":[129],"separate":[130],"components,":[131],"leveraging":[132],"complementary":[133],"to":[135],"improve":[136],"accuracy":[137,154],"without":[138],"requiring":[139],"dimension":[140],"alignment.":[141],"Evaluated":[142],"on":[143,157,161],"Multimodal":[145],"EmotionLines":[146],"Dataset":[147],"(MELD)":[148],"CIFAR-10,":[150,162],"achieves":[152],"state-of-the-art":[153],"99.22%":[156],"MELD":[158],"97.78%":[160],"outperforming":[163],"existing":[164],"like":[166],"MNN":[167],"McDFR.":[169],"The":[170],"architecture\u2019s":[171],"efficiency":[172],"is":[173],"further":[174],"demonstrated":[175],"its":[177],"reduced":[178],"trainable":[179],"parameters":[180],"robust":[182],"handling":[183],"inputs,":[188],"making":[189],"it":[190],"versatile":[192],"solution":[193],"classification":[195],"tasks.":[196]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
