1. Machine Learning Methods for Intensive Longitudinal Data and Causal Inference in Multi-Study, Multi-Outcome Settings Kim, Soohyun 2024 Theses BiometryMachine learningMental illnessPersonalized medicineSchizophreniaLongitudinal studiesClinical trials
2. Symptom Cluster Analysis for Depression Treatment Outcomes and Growth Mixture Models for Analysis Association between Social Media Use Patterns and Anxiety Symptoms in Young Adults Chen, Ying 2024 Theses Public healthYoung adults--Mental healthSocial mediaAnxiety in youthDepression, Mental--TreatmentLongitudinal methodLogistic regression analysis
3. Causal Inference for Health Effects of Time-varying Correlated Environmental Mixtures Chai, Zilan 2023 Theses BiometryPollution--Health aspectsBayesian statistical decision theoryEnvironmental toxicologyBlood glucoseIndians of North America--Health and hygiene
4. Computational Algorithms for Multi-omics and Electronic Health Records Data Guo, Jia 2023 Theses BiometryMedical records--Data processingAlgorithmsDiagnosisKidneys--DiseasesCancer--Diagnosis
5. Correcting for Measurement Error and Misclassification using General Location Models Kwizera, Muhire Honorine 2023 Theses BiometryAsthma in childrenBayesian statistical decision theoryEpidemiology--Statistical methodsAllergy in children
6. Dose Optimization Methods for Novel Cancer Therapies in the Presence of Patient Heterogeneity Silva, Rebecca Bryn 2023 Theses BiometryOncologyCancer--TreatmentDrugs--Dosage
7. Functional and Parametric Modeling Methods for PET Imaging Data Shieh, Denise 2023 Theses BiometryParametric vibration--Mathematical modelsAxonsSerotonin
8. General Bayesian Calibration Framework for Model Contamination and Measurement Error Wang, Siquan 2023 Theses BiometryBiostatisticsBayesian statistical decision theoryMathematical statisticsAsthma in childrenIndoor air pollution--Measurement
9. Phase II/III Transitional Seamless Trial Designs with Different Objectives and Endpoint Types Tumasian III, Robert A. 2023 Theses BiometryDrugs--TestingClinical trials--Methodology
10. The Effect of the Earned Income Tax Credit on Physical and Mental health—Results from the Atlanta Paycheck Plus Experiment Muennig, Peter A.; Belsky, Daniel W.; Malinsky, Daniel S.; Nguyen, Kieu-Giang; Rosen, Zohn; Allen, Heidi L. 2023 Articles Earned income tax creditPublic healthMental healthEconomic policy--Health aspects
11. Automated machine learning to evaluate the information content of tropospheric trace gas columns for fine particle estimates over India: a modeling testbed Zheng, Zhonghua; Fiore, Arlene M.; Westervelt, Daniel M.; Milly, George P.; Goldsmith, Jeff; Karambelas, Alexandra N.; Curci, Gabriele; Randles, Cynthia A.; Paiva, Antonio R.; Wang, Chi; Wu, Qingyun; Dey, Sagnik 2022 Data (Information) Atmospheric aerosolsAir--Pollution--Remote sensingAtmospheric chemistryTropospheric chemistryMachine learning
12. Functional Data Analysis and Machine Learning for High-Dimensional Structured Data Garcia de la Garza, Angel 2022 Theses BiometryNeurosciencesPublic healthMachine learning--Industrial applicationsSuicide--Risk factorsSuicide--Epidemiology
13. Statistical analysis of large scale data with perturbation subsampling Yao, Yujing 2022 Theses Biometry--Statistical methodsBiostatisticsBiobanksPhenotypeComputer storage devices--Mathematical models
14. Statistical Methods for Learning Patients Heterogeneity and Treatment Effects to Achieve Precision Medicine Xu, Tianchen 2022 Theses BiometryBlood glucose--Physiological effectInsulin resistancePeriodontal diseaseMedical statistics
15. The Joint Modeling of Longitudinal Covariates and Censored Quantile Regression for Health Applications Hu, Bo 2022 Theses BiometryBiostatisticsAnalysis of covariance--Mathematical modelsQuantile regressionCensored observations (Statistics)
16. Analysis Approaches for Wearable Device Data Hilden, Patrick 2021 Theses BiometryWearable technologyCalorimeters
17. Bayesian Modeling in Personalized Medicine with Applications to N-of-1 Trials Liao, Ziwei 2021 Theses BiometryBayesian statistical decision theory--Mathematical modelsPersonalized medicineTherapeutics--Mathematical modelsPlacebos (Medicine)--Testing
18. Dynamic graphical models and curve registration for high-dimensional time course data McDonnell, Erin I. 2021 Theses BiometryHippocampus (Brain)Huntington's diseaseAlzheimer's diseaseLewy body dementiaBrain--ImagingCircadian rhythmsPhenotype
19. Regularized Greedy Gradient Q-Learning with Mobile Health Applications Lu, Xiaoqi 2021 Theses BiometryMobile appsSmoking cessationSubstance abuse--PreventionReinforcement learningMental healthMedical technology
20. Statistical and Machine Learning Methods for Precision Medicine Chen, Yuan 2021 Theses BiometryMachine learning--Statistical methodsMental illness--TreatmentDepression, Mental--TreatmentMedical care--Decision making