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1. 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

2. Flexible models and methods for longitudinal and multilevel functional data

Chen, Huaihou
2012
Theses
Biometry

3. Regression based principal component analysis for sparse functional data with applications to screening pubertal growth paths

Zhang, Wenfei
2012
Theses
Biometry

4. Sparse functional regression models: minimax rates and contamination

Xiong, Wei
2012
Theses
Biometry

5. Sparse selection in Cox models with functional predictors

Zhang, Yulei
2012
Theses
BiometryStatisticsMathematics

6. On Compositional Data Modeling and Its Biomedical Applications

Zhang, Bingzhi
2013
Theses
Biometry

7. On Wavelet-Based Methods for Scalar-on-Function Regression

Ciarleglio, Adam J.
2013
Theses
Biometry

8. Sample Size Calculation Based on the Semiparametric Analysis of Short-term and Long-term Hazard Ratios

Wang, Yi
2013
Theses
Biometry

9. Empirical likelihood tests for stochastic ordering based on censored and biased data

Chang, Hsin-wen
2014
Theses
Biometry

10. Graph structure inference for high-throughput genomic data

Zhou, Hui
2014
Theses
Biometry

11. 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

12. Sequential Designs for Individualized Dosing in Phase I Cancer Clinical Trials

Mao, Xuezhou
2014
Theses
Drugs--Dose-response relationshipCancer--Treatment--ResearchPharmacokineticsBiometry

13. Sequential Quantile Estimation Using Continuous Outcomes with Applications in Dose Finding

Hu, Chih-Chi
2014
Theses
Biometry

14. Statistical modeling and statistical learning for disease prediction and classification

Chen, Tianle
2014
Theses
Huntington's diseaseDiseases--Risk factorsAlzheimer's diseaseDiseases--Statistical methodsStatisticsBiometry

15. Two-stage Continual Reassessment Method and Patient Heterogeneity for Dose-finding Studies

Jia, Xiaoyu
2014
Theses
Biometry

16. A New Estimating Equation Based Approach for Secondary Trait Analyses in Genetic Case-control Studies

Song, Xiaoyu
2015
Theses
BiometryGeneticsCase-control methodGeneralized estimating equations

17. 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

18. Methods for handling measurement error and sources of variation in functional data models

Cai, Xiaochen
2015
Theses
Error analysis (Mathematics)Analysis of covarianceBiometryStatistics

19. Survival Analysis using Bivariate Archimedean Copulas

Chandra, Krishnendu
2015
Theses
Survival analysis (Biometry)--Data processingCensored observations (Statistics)Copulas (Mathematical statistics)Biometry

20. 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

21. Statistical Learning Methods for Personalized Medical Decision Making

Liu, Ying
2016
Theses
Machine learningBiometryTherapeuticsMultiple imputation (Statistics)Medical statisticsMachine learning--Statistical methods

22. Marginal Screening on Survival Data

Huang, Tzu Jung
2017
Theses
BiometryStatisticsSurvival analysis (Biometry)--Data processingFailure time data analysis

23. Methods for functional regression and nonlinear mixed-effects models with applications to PET data

Chen, Yakuan
2017
Theses
BiometryRegression analysisMultilevel models (Statistics)Statistics

24. Bayesian Modeling for Mental Health Surveys

Williams, Sharifa Zakiya
2018
Theses
BiometryEpidemiologyPublic healthBayesian statistical decision theory--Data processingMental health surveys

25. 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

26. Design and Analysis of Sequential Multiple Assignment Randomized Trial for Comparing Multiple Adaptive Interventions

Zhong, Xiaobo
2018
Theses
BiometryPublic healthInterventionPersonalized medicineTherapeutics

27. Flexible Regression Models for Estimating Interactions between a Treatment and Scalar/Functional Predictors

Park, Hyung
2018
Theses
BiometryRegression analysisTherapeuticsStatistics

28. Methods in functional data analysis and functional genomics

Backenroth, Daniel
2018
Theses
BiometryStatisticsFunctional analysisFunctional genomics

29. Statistical Learning Methods for Personalized Medicine

Qiu, Xin
2018
Theses
BiometryMachine learningMedical statisticsTherapeuticsPersonalized medicine

30. Statistical Methods for Integrated Cancer Genomic Data Using a Joint Latent Variable Model

Drill, Esther
2018
Theses
BiometryStatisticsGenomics--Data processingLatent structure analysis

31. Statistical Methods for Modeling Biomarkers of Neuropsychiatric Diseases

Sun, Ming
2018
Theses
BiometryBiochemical markersNeurobehavioral disordersStatisticsDiagnosisPsychiatry

32. Varying-Coefficient Models and Functional Data Analyses for Dynamic Networks and Wearable Device Data

Lee, Jihui
2018
Theses
BiometryStatisticsNetwork analysis (Planning)Wearable technologyComputer science

33. 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

34. Functional data analytics for wearable device and neuroscience data

Wrobel, Julia Lynn
2019
Theses
BiometryRegression analysisFunctional analysisNeurobiology

35. Machine Learning Methods for Personalized Medicine Using Electronic Health Records

Wu, Peng
2019
Theses
BiometryMedical records--Data processingMachine learningPersonalized medicine

36. Personalized Policy Learning with Longitudinal mHealth Data

Hu, Xinyu
2019
Theses
BiometryRecommender systems (Information filtering)Mobile appsElectronic data processing--MedicinePersonalized medicine

37. Quantile regression for zero-inflated outcomes

Ling, Wodan
2019
Theses
BiometryQuantile regressionMathematical modelsDistribution (Probability theory)

38. Robust Statistical Approaches Dealing with High-Dimensional Observational Data

Zhu, Huichen
2019
Theses
BiometryBiometry--Data processingStatisticsDecision trees

39. Statistical Methods for Constructing Heterogeneous Biomarker Networks

Xie, Shanghong
2019
Theses
BiometryBiochemical markersPrognosisGraphical modeling (Statistics)

40. Statistical Methods for Epigenetic Data

Wang, Ya
2019
Theses
BiometryEpigeneticsDNA--MethylationStatistics

41. Statistical Methods for Genetic Studies with Family History of Diseases

Lee, Annie Jehe
2019
Theses
BiometryStatisticsGeneticsFamilial diseasesEpidemiology

42. Statistical methods for the study of etiologic heterogeneity

Zabor, Emily Craig
2019
Theses
BiometryEpidemiologyCancer--EtiologyDiseases--Causes and theories of causationEpidemiology--Statistical methods

43. Optimal Treatment Regimes for Personalized Medicine and Mobile Health

Oh, Eun Jeong
2020
Theses
BiometryPersonalized medicineTherapeutics

44. Statistical Issues in Platform Trials with a Shared Control Group

Overbey, Jessica Ryan
2020
Theses
BiometryClinical trialsClinical trials--MethodologyMultiplicity (Mathematics)Error analysis (Mathematics)

45. Analysis Approaches for Wearable Device Data

Hilden, Patrick
2021
Theses
BiometryWearable technologyCalorimeters

46. 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

47. 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

48. Regularized Greedy Gradient Q-Learning with Mobile Health Applications

Lu, Xiaoqi
2021
Theses
BiometryMobile appsSmoking cessationSubstance abuse--PreventionReinforcement learningMental healthMedical technology

49. Statistical and Machine Learning Methods for Precision Medicine

Chen, Yuan
2021
Theses
BiometryMachine learning--Statistical methodsMental illness--TreatmentDepression, Mental--TreatmentMedical care--Decision making

50. Statistical Methods for Modeling Progression and Learning Mechanisms of Neuropsychiatric Disorders

Wang, Qinxia
2021
Theses
BiometryNeurosciencesNervous system--DiseasesStatisticsAlcoholismCOVID-19 (Disease)--EpidemiologyElectroencephalography

51. Topics in Bayesian Design and Analysis for Sampling

Liu, Yutao
2021
Theses
BiometryBayesian statistical decision theory--Mathematical modelsEpidemiologySurveys

52. 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

53. Statistical Methods for Learning Patients Heterogeneity and Treatment Effects to Achieve Precision Medicine

Xu, Tianchen
2022
Theses
BiometryBlood glucose--Physiological effectInsulin resistancePeriodontal diseaseMedical statistics

54. 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)