{"id":"https://openalex.org/W4385484545","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191576","title":"Unsupervised Arabic Speech Embedding Model for Speaker Identification","display_name":"Unsupervised Arabic Speech Embedding Model for Speaker Identification","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385484545","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191576"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191576","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn54540.2023.10191576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","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/A5078402277","display_name":"Noora Al Roken","orcid":"https://orcid.org/0000-0001-9595-1500"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Noora Al Roken","raw_affiliation_strings":["University of Sharjah,Department of Electrical and Computer Engineering,Sharjah,UAE","Department of Electrical and Computer Engineering, University of Sharjah, Sharjah, UAE"],"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Electrical and Computer Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I29891158"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025789067","display_name":"Abir Hussain","orcid":"https://orcid.org/0000-0001-8413-0045"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Abir Hussain","raw_affiliation_strings":["University of Sharjah,Department of Electrical Engineering,Sharjah,UAE","Department of Electrical Engineering, University of Sharjah, Sharjah, UAE"],"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Electrical Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I29891158"]},{"raw_affiliation_string":"Department of Electrical Engineering, University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068111858","display_name":"Ismail Shahin","orcid":"https://orcid.org/0000-0001-7856-9342"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ismail Shahin","raw_affiliation_strings":["University of Sharjah,Department of Electrical Engineering,Sharjah,UAE","Department of Electrical Engineering, University of Sharjah, Sharjah, UAE"],"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Electrical Engineering,Sharjah,UAE","institution_ids":["https://openalex.org/I29891158"]},{"raw_affiliation_string":"Department of Electrical Engineering, University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027252595","display_name":"Ayad Turky","orcid":"https://orcid.org/0000-0001-8415-7328"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ayad Turky","raw_affiliation_strings":["University of Sharjah,Department of Computer Science,Sharjah,UAE","Department of Computer Science, University of Sharjah, Sharjah, UAE"],"affiliations":[{"raw_affiliation_string":"University of Sharjah,Department of Computer Science,Sharjah,UAE","institution_ids":["https://openalex.org/I29891158"]},{"raw_affiliation_string":"Department of Computer Science, University of Sharjah, Sharjah, UAE","institution_ids":["https://openalex.org/I29891158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040140767","display_name":"Bilal Khan","orcid":"https://orcid.org/0000-0001-8549-2099"},"institutions":[{"id":"https://openalex.org/I43369023","display_name":"California State University, San Bernardino","ror":"https://ror.org/02n651896","country_code":"US","type":"education","lineage":["https://openalex.org/I43369023"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bilal Khan","raw_affiliation_strings":["School of Computer Science and Engineering California State University San Bernardino,San Bernardino,USA","School of Computer Science and Engineering California State University San Bernardino, San Bernardino, USA"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering California State University San Bernardino,San Bernardino,USA","institution_ids":["https://openalex.org/I43369023"]},{"raw_affiliation_string":"School of Computer Science and Engineering California State University San Bernardino, San Bernardino, USA","institution_ids":["https://openalex.org/I43369023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076048170","display_name":"Wasiq Khan","orcid":"https://orcid.org/0000-0002-7511-3873"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wasiq Khan","raw_affiliation_strings":["School of Computer Science and Mathematics Liverpool John Moores University,Liverpool,UK","School of Computer Science and Mathematics Liverpool John Moores University, Liverpool, UK"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Mathematics Liverpool John Moores University,Liverpool,UK","institution_ids":["https://openalex.org/I63098007"]},{"raw_affiliation_string":"School of Computer Science and Mathematics Liverpool John Moores University, Liverpool, UK","institution_ids":["https://openalex.org/I63098007"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5078402277"],"corresponding_institution_ids":["https://openalex.org/I29891158"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0843985,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9997000098228455,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9997000098228455,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9959999918937683,"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/T11309","display_name":"Music and Audio Processing","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.8169897794723511},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6691334247589111},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6331741809844971},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5478774905204773},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4978175163269043},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.497466117143631},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.4396613538265228},{"id":"https://openalex.org/keywords/speaker-recognition","display_name":"Speaker recognition","score":0.429146409034729},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42675384879112244},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3935500383377075},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3356470465660095}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8169897794723511},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6691334247589111},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6331741809844971},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5478774905204773},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4978175163269043},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.497466117143631},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.4396613538265228},{"id":"https://openalex.org/C133892786","wikidata":"https://www.wikidata.org/wiki/Q1145189","display_name":"Speaker recognition","level":2,"score":0.429146409034729},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42675384879112244},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3935500383377075},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3356470465660095},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191576","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn54540.2023.10191576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1570448133","https://openalex.org/W1991216826","https://openalex.org/W2090593040","https://openalex.org/W2133768623","https://openalex.org/W2141373863","https://openalex.org/W2612434969","https://openalex.org/W2788991015","https://openalex.org/W2888776417","https://openalex.org/W2917572534","https://openalex.org/W2946508582","https://openalex.org/W3005759882","https://openalex.org/W3015152809","https://openalex.org/W3100517161","https://openalex.org/W3118639295","https://openalex.org/W4210268827","https://openalex.org/W4221018520","https://openalex.org/W4248480789","https://openalex.org/W4280644658","https://openalex.org/W4312199275","https://openalex.org/W6634094483","https://openalex.org/W6737575990"],"related_works":["https://openalex.org/W4297807400","https://openalex.org/W1491159402","https://openalex.org/W4313854686","https://openalex.org/W2249138175","https://openalex.org/W3162054169","https://openalex.org/W1813780412","https://openalex.org/W289407349","https://openalex.org/W2029134149","https://openalex.org/W2368768466","https://openalex.org/W2757081366"],"abstract_inverted_index":{"Speech":[0],"modality":[1],"has":[2],"recently":[3],"been":[4],"explored":[5],"at":[6],"a":[7,141],"large":[8,50,85],"scale":[9],"with":[10,124,172,179],"the":[11,19,47,73,94,131,151,169,173],"advancement":[12],"of":[13,21,25,49,62,87,159,183],"computational":[14],"capabilities,":[15],"forensics":[16,41],"applications,":[17,39],"and":[18,42,113,140],"availability":[20],"big":[22],"data.":[23],"Automation":[24],"speaker":[26,54,115,148,177],"identification":[27,55,95,149,178],"via":[28],"advanced":[29],"machine":[30,137],"learning":[31,138],"approaches":[32],"is":[33,66,82,104],"gaining":[34],"momentum":[35],"to":[36,46,91,129],"improve":[37],"various":[38,98],"particularly":[40],"information":[43],"security.":[44],"Due":[45],"lack":[48],"Arabic":[51,78,119],"datasets,":[52],"existing":[53],"models":[56],"are":[57],"trained":[58],"on":[59,150],"small":[60],"amounts":[61,86],"speech":[63,79,89,110,120,154,174],"inputs":[64],"which":[65,156],"inefficient":[67],"when":[68],"applied":[69],"in":[70],"real-life.":[71],"In":[72],"present":[74],"study,":[75],"an":[76,180],"unsupervised":[77,109],"embedding":[80,134],"model":[81],"created,":[83],"leveraging":[84],"unlabeled":[88,118],"data":[90],"help":[92],"streamline":[93],"process":[96],"for":[97,147,176],"security":[99],"areas.":[100],"The":[101,164],"proposed":[102],"framework":[103],"divided":[105],"into":[106],"two":[107],"sections:":[108],"feature":[111,133],"extraction":[112],"supervised":[114],"identification.":[116],"An":[117],"dataset":[121],"was":[122],"constructed":[123],"approximately":[125],"1":[126],"million":[127],"samples":[128],"develop":[130],"deep":[132,142],"model.":[135],"Various":[136],"classifiers":[139],"neural":[143],"network":[144],"were":[145],"used":[146],"labeled":[152],"Emirati":[153,162],"database,":[155],"contains":[157],"utterances":[158],"eight":[160],"traditional":[161],"phrases.":[163],"K-nearest":[165],"neighbor":[166],"classifier":[167],"achieved":[168],"best":[170],"result":[171],"embeddings":[175],"average":[181],"accuracy":[182],"93.58%":[184],"using":[185],"five-fold":[186],"cross-validation.":[187]},"counts_by_year":[],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
