Academic Unit: Biostatistics | Search Results

1. Causal inference and time series methods for N-of-1 mobile health studies with missing data

: Fowler, Charlotte Rachel
: 2024
: Theses
: BiometrySmartphonesWearable technologyWireless communication systems in medical carePeople with bipolar disorderBayesian statistical decision theoryMarkov processesSleep--Psychological aspectsMood (Psychology)Stress (Psychology)Longitudinal method

2. 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

3. Modeling and causal inference methods for analyzing and transporting an environmental mixture effect

: Mayer, Melanie Nicole
: 2024
: Theses
: BiometryCardiovascular system--DiseasesCardiovascular system--Diseases--EpidemiologyIndians of North America--Health and hygieneUrine--AnalysisMetals--Physiological effectEnvironmental toxicologyAtherosclerosisPanel analysisBayesian statistical decision theory--Mathematical models

4. Multi-level Latent Variable Models for Integrating Multiple Phenotypes for Mental Disorders

: Zhao, Yinjun
: 2024
: Theses
: BiometryMental illness--EtiologyMental illness--Genetic aspectsPhenotypeLatent variablesBayesian statistical decision theory--Mathematical modelsMedical records--Data processing

5. 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

6. 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

7. Computational Algorithms for Multi-omics and Electronic Health Records Data

: Guo, Jia
: 2023
: Theses
: BiometryMedical records--Data processingAlgorithmsDiagnosisKidneys--DiseasesCancer--Diagnosis

8. 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

9. Dose Optimization Methods for Novel Cancer Therapies in the Presence of Patient Heterogeneity

: Silva, Rebecca Bryn
: 2023
: Theses
: BiometryOncologyCancer--TreatmentDrugs--Dosage

10. Functional and Parametric Modeling Methods for PET Imaging Data

: Shieh, Denise
: 2023
: Theses
: BiometryParametric vibration--Mathematical modelsAxonsSerotonin

11. General Bayesian Calibration Framework for Model Contamination and Measurement Error

: Wang, Siquan
: 2023
: Theses
: BiometryBiostatisticsBayesian statistical decision theoryMathematical statisticsAsthma in childrenIndoor air pollution--Measurement

12. Phase II/III Transitional Seamless Trial Designs with Different Objectives and Endpoint Types

: Tumasian III, Robert A.
: 2023
: Theses
: BiometryDrugs--TestingClinical trials--Methodology

13. 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; Malinsky, Daniel S.; Nguyen, Kieu-Giang; Rosen, Zohn; Allen, Heidi L.
: 2023
: Articles
: Earned income tax creditPublic healthMental healthEconomic policy--Health aspects

14. 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

15. 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

16. Statistical analysis of large scale data with perturbation subsampling

: Yao, Yujing
: 2022
: Theses
: Biometry--Statistical methodsBiostatisticsBiobanksPhenotypeComputer storage devices--Mathematical models

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

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

18. 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)

19. Analysis Approaches for Wearable Device Data

: Hilden, Patrick
: 2021
: Theses
: BiometryWearable technologyCalorimeters

20. 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

21. 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

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

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

23. Statistical and Machine Learning Methods for Precision Medicine

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

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

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

25. Topics in Bayesian Design and Analysis for Sampling

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

26. Clustering Algorithm for Zero-Inflated Data

: Thanataveerat, Anusorn
: 2020
: Theses
: Biometry--Statistical methodsCluster analysis--Data processingCluster analysis--Mathematical modelsMedicine--ResearchBiology--Research

27. Creation of the Person-Centered Wellness Home in Older Adults

: Mielenz, Thelma J.; Tracy, Melissa S.; Jia, Haomiao; Durbin, Laura L.; Allegrante, John P.; Arniella, Guedy; Sorensen, Julie A.
: 2020
: Articles
: Patient-centered health careChronically illHealth promotionCommunity health services for older people

28. Impact of patient education videos on genetic counseling outcomes after exome sequencing

: Hernan, Rebecca Rose; Cho, Megan T.; Wilson, Ashley L.; Ahimaz, Priyanka Rebecca; Au, Catherine; Berger, Sara; Guzman, Edwin; Primiano, Michelle; Shaw, Jessica E.; Ross, Meredith; Tabanfar, Leyla; Chilton, Ilana Tamar; Griffin, Emily Leann; Ratner, Chana; Anyane-Yeboa, Kwame; Iglesias, Alejandro Daniel; Pisani, Laura; Roohi, Jasmin; Duong, Jimmy; Martinez, Josue Natanael; Appelbaum, Paul S.; Klitzman, Robert L.; Ottman, Ruth; Chung, Wendy K.; Wynn, Julia
: 2020
: Articles
: Genetic counselorsGenetic counselingPatient education--Audio-visual aidsPatient education--Evaluation

29. Optimal Treatment Regimes for Personalized Medicine and Mobile Health

: Oh, Eun Jeong
: 2020
: Theses
: BiometryPersonalized medicineTherapeutics

30. Short- and intermediate-term exposure to NO2 and mortality: A multi-county analysis in China

: He, Mike Zhongyu; Kinney, Patrick L.; Li, Tiantian; Chen, Chen; Sun, Qinghua; Ban, Jie; Wang, Jiaonan; Liu, Siliang; Goldsmith, Jeff; Kioumourtzoglou, Marianthi-Anna
: 2020
: Articles
: Atmospheric nitrogen dioxide--Physiological effectAir--Pollution--Health aspectsMortalityEpidemiology

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

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

32. 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

33. Cognitive training and neuroplasticity in mild cognitive impairment (COG-IT): protocol for a two-site, blinded, randomised, controlled treatment trial

: D'Antonio, Jessica; Simon-Pearson, Laura; Goldberg, Terry E.; Sneed, Joel R.; Rushia, Sara; Kerner, Nancy Allison; Andrews, Howard F.; Hellegers, Caroline; Tolbert, Sierra; Perea, Elena; Petrella, Jeffrey; Doraiswamy, P. Murali; Devanand, Devangere P.
: 2019
: Articles
: Mild cognitive impairmentNeuroplasticityBrain--AgingClinical trials--MethodologyPsychiatry

34. Cytogenetic analysis of 130 renal oncocytomas identify three distinct and mutually exclusive diagnostic classes of chromosome aberrations

: Anderson, Christopher B.; Lipsky, Michael; Nandula, Subhadra; Freeman, Christopher Edward; Matthews, Thomas; Walsh, Caitlin; Li, Gen; Szabolcs, Matthias; Mansukhani, Mahesh M.; McKiernan, James M.; Vundavalli, Murty V.
: 2019
: Articles
: CytogeneticsKaryotypesKidneysTumorsPathology, Cellular

35. Functional data analytics for wearable device and neuroscience data

: Wrobel, Julia Lynn
: 2019
: Theses
: BiometryRegression analysisFunctional analysisNeurobiology

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

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

37. Personalized Policy Learning with Longitudinal mHealth Data

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

38. Quantile regression for zero-inflated outcomes

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

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

: Zhu, Huichen
: 2019
: Theses
: BiometryBiometry--Data processingStatisticsDecision trees

40. Statistical Methods for Constructing Heterogeneous Biomarker Networks

: Xie, Shanghong
: 2019
: Theses
: BiometryBiochemical markersPrognosisGraphical modeling (Statistics)

41. Statistical Methods for Epigenetic Data

: Wang, Ya
: 2019
: Theses
: BiometryEpigeneticsDNA--MethylationStatistics

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

: Lee, Annie Jehe
: 2019
: Theses
: BiometryStatisticsGeneticsFamilial diseasesEpidemiology

43. Statistical methods for the study of etiologic heterogeneity

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

44. Validation of Melanoma Immune Profile (MIP), a Prognostic Immune Gene Prediction Score for Stage II–III Melanoma

: Gartrell, Robyn D.; Marks, Douglas K.; Rizk, Emanuelle M.; Bogardus, Margaret Haskell; Gérard, Camille L.; Barker, Luke William; Fu, Yichun; Esancy, Camden L.; Li, Gen; Ji, Jiayi; Rui, Shumin; Ernstoff, Marc S.; Taback, Bret; Pabla, Sarabjot; Chang, Rui; Lee, Sandra J.; Krolewski, John J.; Morrison, Carl; Horst, Basil; Saenger, Yvonne M.
: 2019
: Articles
: MelanomaMelanoma--Immunological aspectsMelanoma--Genetic aspectsBiometryMedicine

45. A First Step Towards Behavioral Coaching for Managing Stress: A Case Study on Optimal Policy Estimation with Multi-stage Threshold Q-learning

: Hu, Xinyu; Hsueh, Pei-Yun S.; Chen, Ching-Hua; Diaz, Keith; Cheung, Ying Kuen; Qian, Min
: 2018
: Conference Objects
: Stress managementCardiovascular system--Diseases--PreventionHealth

46. An improved statistical model for taxonomic assignment of metagenomics

: Yao, Yujing; Jin, Zhezhen; Lee, Joseph H.
: 2018
: Articles
: MetagenomicsCladistic analysisStatistical matchingGenomics

47. A pan-cancer analysis of driver gene mutations, DNA methylation and gene expressions reveals that chromatin remodeling is a major mechanism inducing global changes in cancer epigenomes

: Youn, Ahrim; Kim, Kyung In; Rabadan, Raul; Tycko, Benjamin; Shen, Yufeng; Wang, Shuang
: 2018
: Articles
: DNA--MethylationGene expressionCancer--Genetic aspectsTumorsEpigenetics

48. Associations Between Brain Structure and Connectivity in Infants and Exposure to Selective Serotonin Reuptake Inhibitors During Pregnancy

: Lugo-Candelas, Claudia; Cha, Jiook; Hong, Susie; Bastidas, Vanessa; Weissman, Myrna M.; Fifer, William P.; Myers, Michael M.; Talati, Ardesheer; Bansal, Ravi; Peterson, Bradley S.; Monk, Catherine E.; Gingrich, Jay A.; Posner, Jonathan Eric
: 2018
: Articles
: Serotonin uptake inhibitorsFetus--DevelopmentDevelopmental neurobiologyPregnancyPsychiatry

49. Bayesian Modeling for Mental Health Surveys

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

50. Cerebral white matter disease and functional decline in older adults from the Northern Manhattan Study: A longitudinal cohort study

: Dhamoon, Mandip Singh; Cheung, Ying Kuen; Moon, Yeseon P.; DeRosa, Janet; Sacco, Ralph L.; Elkind, Mitchell S.; Wright, Clinton B.
: 2018
: Articles
: NeurologyMedicineCerebral ischemiaCognition disordersCardiovascular fitness

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