2024
Machine 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, 1-10. 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
2018
Principal component analysis of early alcohol, drug and tobacco use with major depressive disorder in US adults
Wang K, Liu Y, Ouedraogo Y, Wang N, Xie X, Xu C, Luo X. Principal component analysis of early alcohol, drug and tobacco use with major depressive disorder in US adults. Journal Of Psychiatric Research 2018, 100: 113-120. PMID: 29518578, PMCID: PMC6329582, DOI: 10.1016/j.jpsychires.2018.02.022.Peer-Reviewed Original ResearchConceptsMajor depressive disorderDrug useEarly alcoholDepressive disorderOdds ratioAdult major depressive disorderMultiple logistic regression analysisConfidence intervalsMultiple logistic regressionLogistic regression analysisOverall prevalenceTobacco useUS adultsSignificant associationLogistic regressionRegression analysisNational surveyDisordersAdultsPotential factorsScoresAssociationTobaccoYearsPast year