{"id":"https://openalex.org/W2572559399","doi":"https://doi.org/10.1109/bibm.2016.7822690","title":"Assessing stress levels via speech using three reading patterns","display_name":"Assessing stress levels via speech using three reading patterns","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2572559399","doi":"https://doi.org/10.1109/bibm.2016.7822690","mag":"2572559399"},"language":"en","primary_location":{"id":"doi:10.1109/bibm.2016.7822690","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm.2016.7822690","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5100405164","display_name":"Zhenyu Liu","orcid":"https://orcid.org/0000-0001-8401-9056"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Liu","raw_affiliation_strings":["Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033931468","display_name":"Lihua Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lihua Yan","raw_affiliation_strings":["Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100656830","display_name":"Tianyang Wang","orcid":"https://orcid.org/0000-0002-7256-883X"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyang Wang","raw_affiliation_strings":["Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380066","display_name":"Bin Hu","orcid":"https://orcid.org/0000-0003-3514-5413"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Hu","raw_affiliation_strings":["Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100394709","display_name":"Fei Liu","orcid":"https://orcid.org/0009-0001-9313-2058"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Liu","raw_affiliation_strings":["Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ubiquitous Awareness and Intelligent Solutions Lab, Lanzhou University Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I76214153"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"3","issue":null,"first_page":"1201","last_page":"1206"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998999834060669,"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":0.9998999834060669,"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/T13289","display_name":"Infant Health and Development","score":0.9684000015258789,"subfield":{"id":"https://openalex.org/subfields/3611","display_name":"Pharmacy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9624000191688538,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/vowel","display_name":"Vowel","score":0.7582989931106567},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.7400731444358826},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.7147919535636902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6992710828781128},{"id":"https://openalex.org/keywords/mel-frequency-cepstrum","display_name":"Mel-frequency cepstrum","score":0.6883184909820557},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.6004011631011963},{"id":"https://openalex.org/keywords/reading","display_name":"Reading (process)","score":0.5204222798347473},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44415175914764404},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4290681481361389},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3797028958797455},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.338558554649353},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.11164700984954834}],"concepts":[{"id":"https://openalex.org/C2779581591","wikidata":"https://www.wikidata.org/wiki/Q36244","display_name":"Vowel","level":2,"score":0.7582989931106567},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.7400731444358826},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.7147919535636902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6992710828781128},{"id":"https://openalex.org/C151989614","wikidata":"https://www.wikidata.org/wiki/Q440370","display_name":"Mel-frequency cepstrum","level":3,"score":0.6883184909820557},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.6004011631011963},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.5204222798347473},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44415175914764404},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4290681481361389},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3797028958797455},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.338558554649353},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.11164700984954834},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/bibm.2016.7822690","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm.2016.7822690","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},{"id":"pmh:oai:ir.lzu.edu.cn/:262010/189667","is_oa":false,"landing_page_url":"http://ir.lzu.edu.cn/handle/262010/189667","pdf_url":null,"source":{"id":"https://openalex.org/S4406923049","display_name":"Lanzhou University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"\u4f1a\u8bae\u8bba\u6587"},{"id":"pmh:oai:ir.lzu.edu.cn/:262010/303406","is_oa":false,"landing_page_url":"http://ir.lzu.edu.cn/handle/262010/303406","pdf_url":null,"source":{"id":"https://openalex.org/S4406923049","display_name":"Lanzhou University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"\u4f1a\u8bae\u8bba\u6587"},{"id":"pmh:oai:ir.lzu.edu.cn/:262010/308083","is_oa":false,"landing_page_url":"http://ir.lzu.edu.cn/handle/262010/308083","pdf_url":null,"source":{"id":"https://openalex.org/S4406923049","display_name":"Lanzhou University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"\u4f1a\u8bae\u8bba\u6587"},{"id":"pmh:oai:ir.lzu.edu.cn/:262010/400690","is_oa":false,"landing_page_url":"https://ieeexplore.ieee.org/document/7822690/","pdf_url":null,"source":{"id":"https://openalex.org/S4406923049","display_name":"Lanzhou University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference article (CA)"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8799999952316284,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W966802292","https://openalex.org/W1495061682","https://openalex.org/W1557292420","https://openalex.org/W1571655350","https://openalex.org/W1594278800","https://openalex.org/W1595401537","https://openalex.org/W1598253959","https://openalex.org/W1762104645","https://openalex.org/W1968523955","https://openalex.org/W1969762806","https://openalex.org/W1976725440","https://openalex.org/W1982395926","https://openalex.org/W1993210008","https://openalex.org/W1996299251","https://openalex.org/W2020568406","https://openalex.org/W2027902860","https://openalex.org/W2061068689","https://openalex.org/W2064414559","https://openalex.org/W2066718061","https://openalex.org/W2071579109","https://openalex.org/W2072612968","https://openalex.org/W2089959702","https://openalex.org/W2094919967","https://openalex.org/W2109644977","https://openalex.org/W2122022287","https://openalex.org/W2133990480","https://openalex.org/W2136466671","https://openalex.org/W2144279833","https://openalex.org/W2148562040","https://openalex.org/W2165250079","https://openalex.org/W2168554752","https://openalex.org/W2170180533","https://openalex.org/W2171801645","https://openalex.org/W2211876527","https://openalex.org/W2307705085","https://openalex.org/W2910484764","https://openalex.org/W2998216295","https://openalex.org/W4242697513","https://openalex.org/W4285719527","https://openalex.org/W6625257261","https://openalex.org/W6629652716","https://openalex.org/W6633322633","https://openalex.org/W6635570200","https://openalex.org/W6678264708","https://openalex.org/W6688558498","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W2121231314","https://openalex.org/W2349769824","https://openalex.org/W2300973977","https://openalex.org/W4317383455","https://openalex.org/W2548511587","https://openalex.org/W4293232884","https://openalex.org/W2422472940","https://openalex.org/W2019475500","https://openalex.org/W2548162870","https://openalex.org/W2144773493"],"abstract_inverted_index":{"Various":[0],"problems":[1],"caused":[2],"by":[3,83],"stress":[4,24,41,60,116],"seriously":[5],"affect":[6],"individuals'":[7],"physical":[8],"and":[9,12,51,89,95,103,115,166,172],"mental":[10],"well-being":[11],"have":[13,34],"been":[14,35],"receiving":[15],"an":[16],"increasing":[17],"attention":[18],"in":[19,42,127],"modern":[20],"lives.":[21],"Since":[22],"traditional":[23],"assessment":[25,61],"methods":[26],"are":[27,110,152,161],"lack":[28],"of":[29,47,130,169],"objectivity,":[30],"affective":[31],"sensing":[32],"technologies":[33],"studied":[36],"for":[37,71,154,164,178],"years.":[38],"As":[39],"detecting":[40],"speech":[43,119],"has":[44],"the":[45,78,141,167],"advantages":[46],"non-invasive,":[48],"portable,":[49],"fast,":[50],"less":[52],"expensive,":[53],"many":[54],"explorations":[55],"were":[56],"conducted":[57],"to":[58,98],"build":[59],"models.":[62],"To":[63],"find":[64],"out":[65],"a":[66,72,137],"proper":[67],"acoustic":[68,101],"feature":[69,93],"subset":[70],"specific":[73],"reading":[74,85,113],"pattern,":[75],"we":[76],"performed":[77],"experiments":[79],"with":[80,140],"30":[81],"subjects":[82],"three":[84],"patterns:":[86],"vowel,":[87,155],"figure":[88,165],"sentence.":[90,179],"We":[91],"utilized":[92],"selection":[94],"classification":[96,143],"techniques":[97],"automatically":[99],"select":[100],"features":[102,151,160,174],"evaluate":[104],"performances.":[105],"Results":[106],"showed":[107],"that":[108],"there":[109],"interactions":[111],"between":[112],"patterns":[114],"levels":[117,123],"on":[118],"features.":[120],"Although":[121],"Stress":[122],"can":[124],"be":[125],"distinguished":[126],"any":[128],"pattern":[129],"them":[131],"(vowel,":[132],"figure,":[133],"sentence),":[134],"sentence":[135],"is":[136,175],"better":[138],"choice":[139],"best":[142],"accuracy":[144],"88.15%.":[145],"Furthermore,":[146],"Line":[147],"Spectral":[148],"Pairs":[149],"(LSP)":[150],"indispensable":[153],"Mel-Frequency":[156],"Cepstral":[157],"Coefficient":[158],"(MFCC)":[159],"more":[162,176],"effective":[163],"combination":[168],"prosodic,":[170],"LSP":[171],"MFCC":[173],"suitable":[177]},"counts_by_year":[{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
