{"id":"https://openalex.org/W4415524579","doi":"https://doi.org/10.1109/mlsp62443.2025.11204211","title":"An Analysis of Associations Between Maternal Vocalizations and Infant Stress Recovery Using Speech Emotion Recognition Models","display_name":"An Analysis of Associations Between Maternal Vocalizations and Infant Stress Recovery Using Speech Emotion Recognition Models","publication_year":2025,"publication_date":"2025-08-31","ids":{"openalex":"https://openalex.org/W4415524579","doi":"https://doi.org/10.1109/mlsp62443.2025.11204211"},"language":null,"primary_location":{"id":"doi:10.1109/mlsp62443.2025.11204211","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mlsp62443.2025.11204211","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 35th International Workshop on Machine Learning for Signal Processing (MLSP)","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/A5043197887","display_name":"AF Tin","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Alara Tin","raw_affiliation_strings":["University of Illinois at Urbana-Champaign,Department of Electrical and Computer Engineering"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign,Department of Electrical and Computer Engineering","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111477492","display_name":"Mark Hasegawa-Johnson","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark Hasegawa-Johnson","raw_affiliation_strings":["University of Illinois at Urbana-Champaign,Department of Electrical and Computer Engineering"],"affiliations":[{"raw_affiliation_string":"University of Illinois at Urbana-Champaign,Department of Electrical and Computer Engineering","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5043197887"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.50647805,"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":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13289","display_name":"Infant Health and Development","score":0.9973000288009644,"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"}},"topics":[{"id":"https://openalex.org/T13289","display_name":"Infant Health and Development","score":0.9973000288009644,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.6093000173568726},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.6013000011444092},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.46880000829696655},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4097999930381775},{"id":"https://openalex.org/keywords/emotional-stress","display_name":"Emotional stress","score":0.39489999413490295},{"id":"https://openalex.org/keywords/negative-emotion","display_name":"Negative emotion","score":0.32409998774528503}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.673799991607666},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.6093000173568726},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.6013000011444092},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.46880000829696655},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.421099990606308},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.41830000281333923},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4097999930381775},{"id":"https://openalex.org/C2994376976","wikidata":"https://www.wikidata.org/wiki/Q3500368","display_name":"Emotional stress","level":2,"score":0.39489999413490295},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.38040000200271606},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.3352000117301941},{"id":"https://openalex.org/C3020014160","wikidata":"https://www.wikidata.org/wiki/Q6987190","display_name":"Negative emotion","level":2,"score":0.32409998774528503},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.30720001459121704},{"id":"https://openalex.org/C2993612469","wikidata":"https://www.wikidata.org/wiki/Q15946133","display_name":"Vocal communication","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C168862018","wikidata":"https://www.wikidata.org/wiki/Q5373805","display_name":"Emotionality","level":2,"score":0.26460000872612},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mlsp62443.2025.11204211","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mlsp62443.2025.11204211","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 35th International Workshop on Machine Learning for Signal Processing (MLSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W8014843","https://openalex.org/W1923034539","https://openalex.org/W2003238582","https://openalex.org/W2063303346","https://openalex.org/W2074996852","https://openalex.org/W2087618018","https://openalex.org/W2101724615","https://openalex.org/W2131522408","https://openalex.org/W2146334809","https://openalex.org/W2147634797","https://openalex.org/W2148143831","https://openalex.org/W2148822124","https://openalex.org/W2166996472","https://openalex.org/W2399733683","https://openalex.org/W2612919868","https://openalex.org/W2655824372","https://openalex.org/W2803193013","https://openalex.org/W2963929227","https://openalex.org/W2969889150","https://openalex.org/W2985900678","https://openalex.org/W3007777018","https://openalex.org/W3033179200","https://openalex.org/W3132302778","https://openalex.org/W3196025297","https://openalex.org/W3196831814","https://openalex.org/W3197580070","https://openalex.org/W3197642003","https://openalex.org/W3204112322","https://openalex.org/W3209059054","https://openalex.org/W4200208917","https://openalex.org/W4387530839","https://openalex.org/W4388773771","https://openalex.org/W4391650046","https://openalex.org/W4402989757","https://openalex.org/W4405335761"],"related_works":[],"abstract_inverted_index":{"The":[0,180],"application":[1,182],"of":[2,86,132,147,159,166,172,177,183],"automatic":[3],"Speech":[4],"Emotion":[5],"Recognition":[6],"(SER)":[7],"in":[8,34,90,97,157,164,175,185,191],"understanding":[9],"dyadic":[10,23],"communications":[11],"offers":[12],"significant":[13],"potential.":[14],"This":[15],"study":[16],"focuses":[17],"on":[18,100],"maternal":[19,111,192],"vocalizations":[20,112,134,193],"within":[21],"mother-infant":[22,186],"interactions,":[24],"examining":[25],"how":[26],"mothers'":[27],"happy":[28],"and":[29,58,93,121,153,168,194],"neutral":[30],"emotional":[31,189,207],"tones":[32],"shift":[33],"response":[35],"to":[36,197,200],"varying":[37],"infant":[38,133],"stress":[39,117,151],"levels.":[40],"To":[41],"achieve":[42],"this,":[43],"we":[44,109],"employ":[45],"multiple":[46],"models:":[47],"our":[48,73,105],"hybrid":[49,74,107],"CNN-BiLSTM":[50],"architecture,":[51],"alongside":[52],"pre-trained":[53],"transformer-based":[54,78],"models":[55],"(wav2vec":[56],"2.0":[57],"HuBERT),":[59],"which":[60],"have":[61],"been":[62],"adapted":[63],"for":[64],"the":[65,101,125],"emotion":[66],"recognition":[67],"task.":[68],"Our":[69,138],"evaluation":[70],"demonstrates":[71],"that":[72],"model":[75],"outperforms":[76],"these":[77],"approaches":[79],"after":[80],"fine-tuning,":[81],"achieving":[82],"a":[83,141,169],"minimum":[84],"improvement":[85],"3.94":[87],"percentage":[88,95],"points":[89,96],"test":[91,102],"accuracy":[92],"11":[94],"weighted":[98],"F1-scores":[99],"dataset.":[103],"Using":[104],"fine-tuned":[106],"model,":[108],"analyze":[110],"categorized":[113],"by":[114],"their":[115],"infants'":[116],"levels":[118,152],"(low,":[119],"mid,":[120],"high),":[122],"determined":[123],"through":[124],"Root":[126],"Mean":[127],"Square":[128],"(RMS)":[129],"energy":[130],"features":[131],"during":[135],"stress-inducing":[136],"events.":[137],"findings":[139],"reveal":[140],"moderate":[142],"effect":[143],"size":[144],"(Cohen's":[145],"d)":[146],"associations":[148],"between":[149],"high":[150],"pronounced":[154],"vocalization":[155,173],"changes":[156],"mothers":[158,165,176],"3-month-olds,":[160],"more":[161],"nuanced":[162],"responses":[163],"9-month-olds,":[167],"balanced":[170],"distribution":[171],"shifts":[174],"6":[178],"-month-olds.":[179],"novel":[181],"SER":[184],"studies":[187],"underscores":[188],"adaptation":[190],"its":[195],"potential":[196],"expand":[198],"analyses":[199],"bidirectional":[201],"influences,":[202],"providing":[203],"deeper":[204],"insights":[205],"into":[206],"communication":[208],"dynamics.":[209]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-24T00:00:00"}