{"id":"https://openalex.org/W4293691699","doi":"https://doi.org/10.1109/hsi55341.2022.9869452","title":"A Comparison of Time-Frequency Distributions for Deep Learning-Based Speech Assessment of Aphasic Patients","display_name":"A Comparison of Time-Frequency Distributions for Deep Learning-Based Speech Assessment of Aphasic Patients","publication_year":2022,"publication_date":"2022-07-28","ids":{"openalex":"https://openalex.org/W4293691699","doi":"https://doi.org/10.1109/hsi55341.2022.9869452"},"language":"en","primary_location":{"id":"doi:10.1109/hsi55341.2022.9869452","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hsi55341.2022.9869452","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 15th International Conference on Human System Interaction (HSI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100780817","display_name":"Akshay Kumar","orcid":"https://orcid.org/0000-0002-3684-8498"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Akshay Kumar","raw_affiliation_strings":["Shantou University,Department of Biomedical Engineering,Shantou,China","Department of Biomedical Engineering, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,Department of Biomedical Engineering,Shantou,China","institution_ids":["https://openalex.org/I32574673"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039910483","display_name":"Seedahmed S. Mahmoud","orcid":"https://orcid.org/0000-0002-9070-2553"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Seedahmed S. Mahmoud","raw_affiliation_strings":["Shantou University,Department of Biomedical Engineering,Shantou,China","Department of Biomedical Engineering, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,Department of Biomedical Engineering,Shantou,China","institution_ids":["https://openalex.org/I32574673"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100330965","display_name":"Yin Wang","orcid":"https://orcid.org/0000-0001-8586-9714"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yin Wang","raw_affiliation_strings":["Shantou University,Department of Biomedical Engineering,Shantou,China","Department of Biomedical Engineering, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,Department of Biomedical Engineering,Shantou,China","institution_ids":["https://openalex.org/I32574673"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032217311","display_name":"Serri Faisal","orcid":"https://orcid.org/0000-0001-7371-9516"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Serri Faisal","raw_affiliation_strings":["Liwa College of Technology,Department of Business Information Technology,Abu Dhabi,United Arab Emirates","Department of Business Information Technology, Liwa College of Technology, Abu Dhabi, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liwa College of Technology,Department of Business Information Technology,Abu Dhabi,United Arab Emirates","institution_ids":[]},{"raw_affiliation_string":"Department of Business Information Technology, Liwa College of Technology, Abu Dhabi, United Arab Emirates","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049735226","display_name":"Qiang Fang","orcid":"https://orcid.org/0000-0003-3209-6417"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Fang","raw_affiliation_strings":["Shantou University,Department of Biomedical Engineering,Shantou,China","Department of Biomedical Engineering, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University,Department of Biomedical Engineering,Shantou,China","institution_ids":["https://openalex.org/I32574673"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9779000282287598,"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"}},{"id":"https://openalex.org/T10283","display_name":"Hearing Loss and Rehabilitation","score":0.95660001039505,"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/spectrogram","display_name":"Spectrogram","score":0.8690836429595947},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6881674528121948},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5404873490333557},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5150251388549805},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4752778112888336},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4581661522388458},{"id":"https://openalex.org/keywords/time\u2013frequency-analysis","display_name":"Time\u2013frequency analysis","score":0.44308146834373474},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.19235146045684814}],"concepts":[{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.8690836429595947},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6881674528121948},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5404873490333557},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5150251388549805},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4752778112888336},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4581661522388458},{"id":"https://openalex.org/C142433447","wikidata":"https://www.wikidata.org/wiki/Q7806653","display_name":"Time\u2013frequency analysis","level":3,"score":0.44308146834373474},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.19235146045684814},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/hsi55341.2022.9869452","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hsi55341.2022.9869452","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 15th International Conference on Human System Interaction (HSI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309778","display_name":"Li Ka Shing Foundation","ror":"https://ror.org/01g6g9h28"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2064602361","https://openalex.org/W2074079857","https://openalex.org/W2125534795","https://openalex.org/W2144513243","https://openalex.org/W2194775991","https://openalex.org/W2488953036","https://openalex.org/W2511310340","https://openalex.org/W2920989721","https://openalex.org/W2935849356","https://openalex.org/W2964054038","https://openalex.org/W3006736300","https://openalex.org/W3045355365","https://openalex.org/W6631190155","https://openalex.org/W6681151457"],"related_works":["https://openalex.org/W1889291648","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W2897924318","https://openalex.org/W3193565141","https://openalex.org/W2138997758","https://openalex.org/W3133861977","https://openalex.org/W335396218","https://openalex.org/W2533590149","https://openalex.org/W3167935049"],"abstract_inverted_index":{"Speech":[0],"impairment":[1,31],"assessment":[2,32],"is":[3,19,25,61],"an":[4],"essential":[5,26,62],"part":[6],"of":[7,10,16,43,69,85,100,103,115,131,161,178],"the":[8,14,113,129,143,167,176],"rehabilitation":[9],"aphasic":[11,109],"patients.":[12],"As":[13],"number":[15],"stroke":[17],"incidents":[18],"increasing":[20],"year":[21],"after":[22],"year,":[23],"it":[24,60],"to":[27,63,111],"develop":[28],"automatic":[29,118,150],"speech":[30,44,101,119,151],"(ASIA)":[33],"methods.":[34,54,184],"Deep":[35],"learning,":[36],"together":[37],"with":[38],"time-frequency":[39],"distribution":[40,147,163],"(TFD)":[41],"representation":[42],"data,":[45],"can":[46,165],"be":[47],"a":[48,125],"promising":[49],"solution":[50],"for":[51,72,83,127,149],"developing":[52],"ASIA":[53,84,168,183],"However,":[55],"before":[56],"making":[57],"further":[58],"progress,":[59],"assess":[64,112],"various":[65,80],"TFDs":[66,99,138],"in":[67],"terms":[68],"their":[70],"effectiveness":[71,114],"ASIA.":[73],"Therefore,":[74],"this":[75],"paper":[76],"assessed":[77],"and":[78,107,181],"compared":[79],"TFD":[81],"methods":[82],"Mandarin":[86],"speech.":[87],"Various":[88],"state-of-the-art":[89],"computer":[90],"vision":[91],"convolutional":[92],"neural":[93],"network":[94],"models":[95],"were":[96],"trained,":[97],"using":[98],"data":[102],"thirty-four":[104],"healthy":[105],"participants":[106],"twelve":[108],"patients,":[110],"TFDs.":[116,132],"The":[117,153,170],"recognition":[120],"rate":[121],"was":[122],"used":[123,145],"as":[124],"measure":[126],"evaluating":[128],"performance":[130,177],"Results":[133],"showed":[134],"that":[135,156],"Mel":[136,157],"spectrogram-based":[137],"perform":[139],"significantly":[140],"better":[141],"than":[142],"previously":[144],"Hyperbolic-T":[146,162],"TFDs,":[148,159,164],"recognition.":[152],"results":[154],"indicate":[155],"spectrogram":[158],"instead":[160],"improve":[166,175],"performance.":[169],"findings":[171],"presented":[172],"will":[173],"help":[174],"deep":[179],"learning-":[180],"TFD-based":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}