{"id":"https://openalex.org/W2803843034","doi":"https://doi.org/10.1109/embc.2018.8513222","title":"Convolutional Neural Networks for Pathological Voice Detection","display_name":"Convolutional Neural Networks for Pathological Voice Detection","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2803843034","doi":"https://doi.org/10.1109/embc.2018.8513222","mag":"2803843034","pmid":"https://pubmed.ncbi.nlm.nih.gov/30440307"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2018.8513222","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8513222","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"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/A5112370036","display_name":"Huiyi Wu","orcid":"https://orcid.org/0000-0002-1809-9729"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Huiyi Wu","raw_affiliation_strings":["University of Strathclyde, Glasgow, Glasgow, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, Glasgow, GB","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017455396","display_name":"John J. Soraghan","orcid":"https://orcid.org/0000-0003-4418-7391"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John Soraghan","raw_affiliation_strings":["University of Strathclyde, Glasgow, Glasgow, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, Glasgow, GB","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002043077","display_name":"Anja Lowit","orcid":"https://orcid.org/0000-0003-0842-584X"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anja Lowit","raw_affiliation_strings":["University of Strathclyde, Glasgow, Glasgow, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, Glasgow, GB","institution_ids":["https://openalex.org/I181647926"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009371598","display_name":"Gaetano Di Caterina","orcid":"https://orcid.org/0000-0002-7256-0897"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gaetano Di Caterina","raw_affiliation_strings":["University of Strathclyde, Glasgow, Glasgow, GB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Strathclyde, Glasgow, Glasgow, GB","institution_ids":["https://openalex.org/I181647926"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181647926"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":57,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2018","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10863","display_name":"Voice and Speech Disorders","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9979000091552734,"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":0.9973999857902527,"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/spectrogram","display_name":"Spectrogram","score":0.88321852684021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7878859639167786},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7723907232284546},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.7029021978378296},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6565152406692505},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6323464512825012},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5314765572547913},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4908028542995453},{"id":"https://openalex.org/keywords/voice-activity-detection","display_name":"Voice activity detection","score":0.48945724964141846},{"id":"https://openalex.org/keywords/voice-analysis","display_name":"Voice analysis","score":0.48314422369003296},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47383007407188416},{"id":"https://openalex.org/keywords/speech-processing","display_name":"Speech processing","score":0.41189149022102356}],"concepts":[{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.88321852684021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7878859639167786},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7723907232284546},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.7029021978378296},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6565152406692505},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6323464512825012},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5314765572547913},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4908028542995453},{"id":"https://openalex.org/C204201278","wikidata":"https://www.wikidata.org/wiki/Q1332614","display_name":"Voice activity detection","level":3,"score":0.48945724964141846},{"id":"https://openalex.org/C182964821","wikidata":"https://www.wikidata.org/wiki/Q7939498","display_name":"Voice analysis","level":2,"score":0.48314422369003296},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47383007407188416},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.41189149022102356}],"mesh":[{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000162","descriptor_name":"Acoustics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055154","descriptor_name":"Dysphonia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D055154","descriptor_name":"Dysphonia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D055154","descriptor_name":"Dysphonia","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2018.8513222","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8513222","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:30440307","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30440307","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:strathprints.strath.ac.uk:64164","is_oa":false,"landing_page_url":"https://strathprints.strath.ac.uk/view/author/1078516.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306402226","display_name":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I181647926","host_organization_name":"University of Strathclyde","host_organization_lineage":["https://openalex.org/I181647926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference or Workshop Item"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6100000143051147,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310234","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W131583169","https://openalex.org/W1446439765","https://openalex.org/W1522301498","https://openalex.org/W1988974600","https://openalex.org/W2084792337","https://openalex.org/W2093862051","https://openalex.org/W2148411079","https://openalex.org/W2152292809","https://openalex.org/W2165806037","https://openalex.org/W2271840356","https://openalex.org/W2302259492","https://openalex.org/W2318725123","https://openalex.org/W2339666751","https://openalex.org/W2506429203","https://openalex.org/W2738314890","https://openalex.org/W2964121744","https://openalex.org/W3106436761","https://openalex.org/W4239362217","https://openalex.org/W6631190155","https://openalex.org/W6694517276"],"related_works":["https://openalex.org/W2936488316","https://openalex.org/W3100491422","https://openalex.org/W2567608124","https://openalex.org/W2736031499","https://openalex.org/W1980604799","https://openalex.org/W4378942088","https://openalex.org/W4372270327","https://openalex.org/W1516918595","https://openalex.org/W2803410508","https://openalex.org/W4289829928"],"abstract_inverted_index":{"Acoustic":[0],"analysis":[1],"using":[2],"signal":[3],"processing":[4],"tools":[5],"can":[6,92],"be":[7],"used":[8,95],"to":[9,13,37],"extract":[10],"voice":[11,17,28,32,99],"features":[12],"distinguish":[14],"whether":[15],"a":[16,31,38],"is":[18],"pathological":[19,98],"or":[20],"healthy.":[21],"The":[22,54],"proposed":[23,84],"work":[24],"uses":[25],"spectrogram":[26],"of":[27,49],"recordings":[29],"from":[30],"database":[33],"as":[34],"the":[35,83,88],"input":[36],"Convolutional":[39],"Neural":[40],"Network":[41],"(CNN)":[42],"for":[43,96],"automatic":[44],"feature":[45],"extraction":[46],"and":[47,51,60,66,74],"classification":[48],"disordered":[50],"normal":[52,73],"voice.":[53],"novel":[55,85],"classifier":[56],"achieved":[57],"88.5%,":[58],"66.2%":[59],"77.0%":[61],"accuracy":[62],"on":[63,71,87],"training,":[64],"validation":[65],"testing":[67],"data":[68],"set":[69],"respectively":[70],"482":[72,75],"organic":[76],"dysphonia":[77],"speech":[78],"files.":[79],"It":[80],"reveals":[81],"that":[82],"algorithm":[86],"Saarbruecken":[89],"Voice":[90],"Database":[91],"effectively":[93],"been":[94],"screening":[97],"recordings.":[100]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
