{"id":"https://openalex.org/W2899739544","doi":"https://doi.org/10.1109/icmcs.2018.8525872","title":"Emotion Recognition in E-learning Systems","display_name":"Emotion Recognition in E-learning Systems","publication_year":2018,"publication_date":"2018-05-01","ids":{"openalex":"https://openalex.org/W2899739544","doi":"https://doi.org/10.1109/icmcs.2018.8525872","mag":"2899739544"},"language":"en","primary_location":{"id":"doi:10.1109/icmcs.2018.8525872","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmcs.2018.8525872","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 6th International Conference on Multimedia Computing and Systems (ICMCS)","raw_type":"proceedings-article"},"type":"article","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/A5026603438","display_name":"Oussama El Hammoumi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Oussama El Hammoumi","raw_affiliation_strings":["Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053013553","display_name":"Fatimaezzahra Benmarrakchi","orcid":"https://orcid.org/0000-0002-1127-0669"},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Fatimaezzahra Benmarrakchi","raw_affiliation_strings":["Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000229618","display_name":"Nihal Ouherrou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Nihal Ouherrou","raw_affiliation_strings":["Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010001339","display_name":"Jamal El Kafi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Jamal El Kafi","raw_affiliation_strings":["Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050223094","display_name":"Ali El Hore","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125507","display_name":"Chouaib Doukkali University","ror":"https://ror.org/036kgyt43","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210125507"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ali El Hore","raw_affiliation_strings":["Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Faculty of Science Chouaib Doukkali University, El Jadida, Morocco","institution_ids":["https://openalex.org/I4210125507"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026603438"],"corresponding_institution_ids":["https://openalex.org/I4210125507"],"apc_list":null,"apc_paid":null,"fwci":2.868,"has_fulltext":false,"cited_by_count":61,"citation_normalized_percentile":{"value":0.90950519,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9976000189781189,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9976000189781189,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9667999744415283,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.945900022983551,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7020401358604431},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.6208274960517883},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5972906947135925},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5253341197967529},{"id":"https://openalex.org/keywords/facial-expression-recognition","display_name":"Facial expression recognition","score":0.4895375669002533},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.44472962617874146},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.43065375089645386},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.4260937571525574},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42107656598091125},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4192350506782532},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3796081244945526},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37286531925201416}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7020401358604431},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.6208274960517883},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5972906947135925},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5253341197967529},{"id":"https://openalex.org/C2987714656","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Facial expression recognition","level":4,"score":0.4895375669002533},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.44472962617874146},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.43065375089645386},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.4260937571525574},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42107656598091125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4192350506782532},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3796081244945526},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37286531925201416}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmcs.2018.8525872","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmcs.2018.8525872","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 6th International Conference on Multimedia Computing and Systems (ICMCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.75}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1978999612","https://openalex.org/W1980242641","https://openalex.org/W2003238582","https://openalex.org/W2016482242","https://openalex.org/W2017840729","https://openalex.org/W2063898208","https://openalex.org/W2103943262","https://openalex.org/W2119276524","https://openalex.org/W2125127226","https://openalex.org/W2144200946","https://openalex.org/W2145310492","https://openalex.org/W2163605009","https://openalex.org/W2164598857","https://openalex.org/W2246249023","https://openalex.org/W2256150759","https://openalex.org/W2517304597","https://openalex.org/W2542970580","https://openalex.org/W2559337190","https://openalex.org/W2575207443","https://openalex.org/W2594247922","https://openalex.org/W2729796907","https://openalex.org/W2730601341","https://openalex.org/W2735804555","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W4205986151","https://openalex.org/W2355913164","https://openalex.org/W1153638794","https://openalex.org/W2168968280","https://openalex.org/W2116055069","https://openalex.org/W2584926856","https://openalex.org/W2075935902","https://openalex.org/W4323520705","https://openalex.org/W4240500943","https://openalex.org/W2356663679"],"abstract_inverted_index":{"Technological":[0],"advances":[1],"in":[2,28,59,70,75,95,127],"e-learning":[3,30,71,96],"systems":[4],"offer":[5],"new":[6,101],"opportunities":[7],"for":[8],"students":[9,38,119],"to":[10,15,18,61],"reinforce":[11],"academic":[12],"development":[13],"and":[14,44,92,111,123],"improve":[16],"accessibility":[17],"education.":[19],"Facial":[20],"expression":[21,68,86],"recognition":[22,69,87],"is":[23,42,57,78],"an":[24,46,128],"increasingly":[25],"important":[26],"area":[27],"intelligent":[29],"systems.":[31,72],"However,":[32],"supporting":[33],"the":[34,63,115,135,141],"emotional":[35],"side":[36],"of":[37,48,66,104,140],"during":[39],"learning":[40],"tasks":[41],"challenging":[43],"demands":[45],"awareness":[47],"students'":[49],"emotions.":[50],"For":[51],"this":[52],"purpose,":[53],"a":[54,100],"brief":[55],"review":[56],"presented":[58],"order":[60],"underlie":[62],"importance":[64],"role":[65,74],"facial":[67,85],"Its":[73],"special":[76],"education":[77],"investigated":[79],"too.":[80],"This":[81],"paper":[82],"centers":[83],"on":[84],"using":[88],"convolutional":[89],"neural":[90],"networks":[91],"its":[93],"application":[94],"systems,":[97],"by":[98],"introducing":[99],"system":[102,117,137],"composed":[103],"three":[105],"main":[106],"steps:":[107],"preprocessing,":[108],"features":[109],"extraction":[110],"classification.":[112],"We":[113],"tested":[114],"proposed":[116,136],"with":[118],"aged":[120],"between":[121],"8":[122],"12":[124],"years":[125],"old,":[126],"educational":[129],"game.":[130],"The":[131],"results":[132],"showed":[133],"that":[134],"reached":[138],"state":[139],"art":[142],"results.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2}],"updated_date":"2026-02-25T23:00:34.991745","created_date":"2025-10-10T00:00:00"}
