1. Functional Data Analysis and Machine Learning for High-Dimensional Structured Data Garcia de la Garza, Angel 2022 Theses BiometryNeurosciencesPublic healthMachine learning--Industrial applicationsSuicide--Risk factors
2. Statistical Methods for Learning Patients Heterogeneity and Treatment Effects to Achieve Precision Medicine Xu, Tianchen 2022 Theses BiometryBlood glucose--Physiological effectInsulin resistancePeriodontal diseaseMedical statistics
3. 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)
4. Analysis Approaches for Wearable Device Data Hilden, Patrick 2021 Theses BiometryWearable technologyCalorimeters
5. 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
6. Causal Mediation Analysis for Effect Heterogeneity Zhang, Jiaqing 2021 Theses StatisticsBiometryMediation (Statistics)Public health
7. 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
8. Regularized Greedy Gradient Q-Learning with Mobile Health Applications Lu, Xiaoqi 2021 Theses BiometryMobile appsSmoking cessationSubstance abuse--PreventionReinforcement learningMental healthMedical technology
9. Statistical and Machine Learning Methods for Pattern Identification in Environmental Mixtures Gibson, Elizabeth Atkeson 2021 Theses Environmental healthBiometryPregnancyMachine learning--Statistical methodsBayesian statistical decision theory--Industrial applicationsNewborn infants--Health and hygieneEnvironmental toxicology
10. Statistical and Machine Learning Methods for Precision Medicine Chen, Yuan 2021 Theses BiometryMachine learning--Statistical methodsMental illness--TreatmentDepression, Mental--TreatmentMedical care--Decision making
11. Statistical Methods for Modeling Progression and Learning Mechanisms of Neuropsychiatric Disorders Wang, Qinxia 2021 Theses BiometryNeurosciencesNervous system--DiseasesStatisticsAlcoholismCOVID-19 (Disease)--EpidemiologyElectroencephalography
12. Topics in Bayesian Design and Analysis for Sampling Liu, Yutao 2021 Theses BiometryBayesian statistical decision theory--Mathematical modelsEpidemiologySurveys
13. Effect modification by socioeconomic conditions on the effects of prescription opioid supply on drug poisoning deaths in the United States Fink, David S. 2020 Theses EpidemiologyBiometryPublic healthOpioid abuseDrugs--OverdoseEconomics--Sociological aspectsBayesian statistical decision theory--Data processingPoverty
14. Optimal Treatment Regimes for Personalized Medicine and Mobile Health Oh, Eun Jeong 2020 Theses BiometryPersonalized medicineTherapeutics
15. Statistical Issues in Platform Trials with a Shared Control Group Overbey, Jessica Ryan 2020 Theses BiometryClinical trialsClinical trials--MethodologyMultiplicity (Mathematics)Error analysis (Mathematics)
16. Bayesian Modeling of Latent Heterogeneity in Complex Survey Data and Electronic Health Records Anthopolos, Rebecca 2019 Theses BiometryBayesian statistical decision theory--Mathematical modelsLongitudinal studiesMedical records--Data processing
17. Functional data analytics for wearable device and neuroscience data Wrobel, Julia Lynn 2019 Theses BiometryRegression analysisFunctional analysisNeurobiology
18. Machine Learning Methods for Personalized Medicine Using Electronic Health Records Wu, Peng 2019 Theses BiometryMedical records--Data processingMachine learningPersonalized medicine
19. Modern Statistical/Machine Learning Techniques for Bio/Neuro-imaging Applications Sun, Ruoxi 2019 Theses BiometryStatisticsComputer scienceImaging systems in biologyBayesian statistical decision theory
20. Personalized Policy Learning with Longitudinal mHealth Data Hu, Xinyu 2019 Theses BiometryRecommender systems (Information filtering)Mobile appsElectronic data processing--MedicinePersonalized medicine
21. Quantile regression for zero-inflated outcomes Ling, Wodan 2019 Theses BiometryQuantile regressionMathematical modelsDistribution (Probability theory)
22. Robust Statistical Approaches Dealing with High-Dimensional Observational Data Zhu, Huichen 2019 Theses BiometryBiometry--Data processingStatisticsDecision trees
23. Statistical Methods for Constructing Heterogeneous Biomarker Networks Xie, Shanghong 2019 Theses BiometryBiochemical markersPrognosisGraphical modeling (Statistics)
24. Statistical Methods for Epigenetic Data Wang, Ya 2019 Theses BiometryEpigeneticsDNA--MethylationStatistics
25. Statistical Methods for Genetic Studies with Family History of Diseases Lee, Annie Jehe 2019 Theses BiometryStatisticsGeneticsFamilial diseasesEpidemiology
26. Statistical methods for the study of etiologic heterogeneity Zabor, Emily Craig 2019 Theses BiometryEpidemiologyCancer--EtiologyDiseases--Causes and theories of causationEpidemiology--Statistical methods
27. Analysis of Oncogenic Signal Transduction with Application to KRAS Signaling Pathways Broyde, Joshua 2018 Theses BioinformaticsBiometryMolecular biologyCancer--Molecular aspectsCellular signal transductionOncology
28. Bayesian Modeling for Mental Health Surveys Williams, Sharifa Zakiya 2018 Theses BiometryEpidemiologyPublic healthBayesian statistical decision theory--Data processingMental health surveys
29. Computational genomics and genetics of developmental disorders Qi, Hongjian 2018 Theses BiometryGenomicsDevelopmental disabilities--Genetic aspects
30. Data-Driven Methods for Identifying and Validating Shorter Symptom Criteria Sets: The Case for DSM-5 Substance Use Disorders Raffo, Cheryl 2018 Theses BiometryMental illness--DiagnosisPsychiatrySubstance abuse--Diagnosis
31. Design and Analysis of Sequential Multiple Assignment Randomized Trial for Comparing Multiple Adaptive Interventions Zhong, Xiaobo 2018 Theses BiometryPublic healthInterventionPersonalized medicineTherapeutics
32. Flexible Regression Models for Estimating Interactions between a Treatment and Scalar/Functional Predictors Park, Hyung 2018 Theses BiometryRegression analysisTherapeuticsStatistics
33. In silico prediction of regulators of neuronal identity through phylogenetic footprinting Glenwinkel, Lori Ann 2018 Theses BiometryPhylogenyNeurons
34. Methods in functional data analysis and functional genomics Backenroth, Daniel 2018 Theses BiometryStatisticsFunctional analysisFunctional genomics
35. Microfluidic Selection of Aptamers towards Applications in Precision Medicine Olsen, Timothy Richard 2018 Theses Mechanical engineeringBiometryBiochemical markersPersonalized medicineMicrofluidic devices
36. Modeling the impact of internal state on sensory processing Lindsay, Grace Wilhelmina 2018 Theses NeurosciencesBiometryNeural circuitrySensory stimulationPerception
37. Statistical Learning Methods for Personalized Medicine Qiu, Xin 2018 Theses BiometryMachine learningMedical statisticsTherapeuticsPersonalized medicine
38. Statistical Methods for Integrated Cancer Genomic Data Using a Joint Latent Variable Model Drill, Esther 2018 Theses BiometryStatisticsGenomics--Data processingLatent structure analysis
39. Statistical Methods for Modeling Biomarkers of Neuropsychiatric Diseases Sun, Ming 2018 Theses BiometryBiochemical markersNeurobehavioral disordersStatisticsDiagnosisPsychiatry
40. Varying-Coefficient Models and Functional Data Analyses for Dynamic Networks and Wearable Device Data Lee, Jihui 2018 Theses BiometryStatisticsNetwork analysis (Planning)Wearable technologyComputer science
41. Marginal Screening on Survival Data Huang, Tzu Jung 2017 Theses BiometryStatisticsSurvival analysis (Biometry)--Data processingFailure time data analysis
42. Methods for functional regression and nonlinear mixed-effects models with applications to PET data Chen, Yakuan 2017 Theses BiometryRegression analysisMultilevel models (Statistics)Statistics
43. Quantitative approaches for profiling the T cell receptor repertoire in human tissues Grinshpun, Boris 2017 Theses Biology--ClassificationImmunologyBiometryT cells--Receptors
44. Prognostic Modeling in the Presence of Competing Risks: an Application to Cardiovascular and Cancer Mortality in Breast Cancer Survivors Leoce, Nicole Marie 2016 Theses Cardiovascular system--Diseases--MortalityCompeting risksBreast--Cancer--MortalityHealth risk assessment--Statistical methodsBreast--Cancer--PatientsBiometryOncology
45. Statistical Learning Methods for Personalized Medical Decision Making Liu, Ying 2016 Theses Machine learningBiometryTherapeuticsMultiple imputation (Statistics)Medical statisticsMachine learning--Statistical methods
46. An Assortment of Unsupervised and Supervised Applications to Large Data Agne, Michael Robert 2015 Theses StatisticsBiometry
47. A New Estimating Equation Based Approach for Secondary Trait Analyses in Genetic Case-control Studies Song, Xiaoyu 2015 Theses BiometryGeneticsCase-control methodGeneralized estimating equations
48. Learning Logic Rules for Disease Classification: With an Application to Developing Criteria Sets for the Diagnostic and Statistical Manual of Mental Disorders Mauro, Christine 2015 Theses GriefMedical protocolsDiagnostic and statistical manual of mental disordersBiometryMental health
49. Methods for handling measurement error and sources of variation in functional data models Cai, Xiaochen 2015 Theses Error analysis (Mathematics)Analysis of covarianceBiometryStatistics
50. Survival Analysis using Bivariate Archimedean Copulas Chandra, Krishnendu 2015 Theses Survival analysis (Biometry)--Data processingCensored observations (Statistics)Copulas (Mathematical statistics)Biometry
51. Empirical likelihood tests for stochastic ordering based on censored and biased data Chang, Hsin-wen 2014 Theses Biometry
53. Identifying Patterns in Behavioral Public Health Data Using Mixture Modeling with an Informative Number of Repeated Measures Yu, Gary 2014 Theses BiometryPublic health--Research--MethodologyCluster analysisPattern recognition systems--Statistical methodsDiscriminant analysisMachine learning--Statistical methods
54. Sequential Designs for Individualized Dosing in Phase I Cancer Clinical Trials Mao, Xuezhou 2014 Theses Drugs--Dose-response relationshipCancer--Treatment--ResearchPharmacokineticsBiometry
55. Sequential Quantile Estimation Using Continuous Outcomes with Applications in Dose Finding Hu, Chih-Chi 2014 Theses Biometry
56. Statistical modeling and statistical learning for disease prediction and classification Chen, Tianle 2014 Theses Huntington's diseaseDiseases--Risk factorsAlzheimer's diseaseDiseases--Statistical methodsStatisticsBiometry
57. Two-stage Continual Reassessment Method and Patient Heterogeneity for Dose-finding Studies Jia, Xiaoyu 2014 Theses Biometry
58. Haplotype Inference through Sequential Monte Carlo Iliadis, Alexandros 2013 Theses BiometryEngineeringGenetics
59. On Compositional Data Modeling and Its Biomedical Applications Zhang, Bingzhi 2013 Theses Biometry
60. On Wavelet-Based Methods for Scalar-on-Function Regression Ciarleglio, Adam J. 2013 Theses Biometry
61. Sample Size Calculation Based on the Semiparametric Analysis of Short-term and Long-term Hazard Ratios Wang, Yi 2013 Theses Biometry
62. Flexible models and methods for longitudinal and multilevel functional data Chen, Huaihou 2012 Theses Biometry
63. Obesity and Aggressive Prostate Cancer: Bias and Biology McBride, Russell Bailey 2012 Theses EpidemiologyMolecular biologyBiometry
64. Regression based principal component analysis for sparse functional data with applications to screening pubertal growth paths Zhang, Wenfei 2012 Theses Biometry
65. Sparse functional regression models: minimax rates and contamination Xiong, Wei 2012 Theses Biometry
66. Sparse selection in Cox models with functional predictors Zhang, Yulei 2012 Theses BiometryStatisticsMathematics
67. The Limb-Leaf Design: A New Way to Explore the Dose Response Curve in Adaptive Seamless Phase II/III Trials Spivack, John Henry 2011 Theses Biometry