2024
Using Voice Data to Facilitate Depression Risk Assessment in Primary Health Care
Goyal A, Man R, Lee R, Saha K, Altice F, Poellabauer C, Papakyriakopoulos O, Cheung L, De Choudhury M, Allagh K, Kumar N. Using Voice Data to Facilitate Depression Risk Assessment in Primary Health Care. 2024, 17-18. DOI: 10.1145/3630744.3658408.Peer-Reviewed Original ResearchDepression riskPrimary health careDepression risk assessmentLower-income patientsHealth careTreating depressionVoice dataDepressionK-nearest neighbor classifierMachine learning algorithmsCollected voice dataRiskNeighbor classifierLearning algorithmsStable internet connectionK-nearestInternet connectionTelehealthCareMachine Learning-Based Prediction of Binge Drinking among Adults in the United State: Analysis of the 2022 Health Information National Trends Survey
Huang X, Dai Z, Wang K, Luo X. Machine Learning-Based Prediction of Binge Drinking among Adults in the United State: Analysis of the 2022 Health Information National Trends Survey. 2024, 2024: 1-10. PMID: 39834720, PMCID: PMC11745038, DOI: 10.1145/3670085.3670090.Peer-Reviewed Original ResearchHealth Information National Trends SurveyNational Trends SurveySupport vector machineTrends SurveyBinge drinkingMachine learningMultiple health behaviour interventionsRisk factors of binge drinkingHealth behavior interventionsImprove health outcomesPrevalence of binge drinkingK-Nearest NeighborHealth outcomesSocial mediaTobacco useU.S. adultsRadial basis functionBehavioral interventionsUnited StatesAlcohol useNaive BayesFeature selectionLogistic regressionK-nearestMachine learning-based prediction
2007
Learning to Refine Behavior Using Prosodic Feedback
Kim E, Scassellati B. Learning to Refine Behavior Using Prosodic Feedback. 2007, 205-210. DOI: 10.1109/devlrn.2007.4354072.Peer-Reviewed Original ResearchLearning systemK-nearest neighbor classifierHumanoid robot NICOReinforcement learning systemMachine learning systemsQ-learningNeighbor classifierK-nearestHuman tutorsReal-timeActivity detectorClassifierLearning resultsProsodic featuresAmbient noiseSegment speechSpeech prosodyFeedback signalSpeechHumanoidFeedbackIndividual tutoringSystemTutor feedbackTutors
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