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1. Inference in ERGMs and Ising Models.

Xu, Yuanzhe
2023
Theses
StatisticsRandom graphsIsing modelMarkov processesGaussian Markov random fields

2. Advances in Machine Learning for Complex Structured Functional Data

Tang, Chengliang
2022
Theses
StatisticsMachine learning--Statistical methodsStatistical functionals

3. Advances in Machine Learning for Compositional Data

Gordon Rodriguez, Elliott
2022
Theses
StatisticsMachine learning--Statistical methodsGeochemistryBacteriology

4. Blessing of Dependence and Distribution-Freeness in Statistical Hypothesis Testing

Deb, Nabarun
2022
Theses
StatisticsMathematicsStatistical hypothesis testing

5. Latent Variable Models for Events on Social Networks

Ward, Owen Gerard
2022
Theses
StatisticsSocial networksOnline social networksSocial hierarchy in animalsMarkov processesLatent variables

6. Modeling Random Events

Quintos Lima, Alejandra
2022
Theses
Mathematical modelsStatisticsRandom data (Statistics)MicrofinanceMarkets--ForecastingFinancial crises--Mathematical models

7. Modernizing Markov Chains Monte Carlo for Scientific and Bayesian Modeling

Margossian, Charles Christopher
2022
Theses
StatisticsBayesian statistical decision theoryMarkov processesMonte Carlo method

8. On Recovering the Best Rank-? Approximation from Few Entries

Xu, Shun
2022
Theses
StatisticsRanking and selection (Statistics)--Data processing

9. Overlapping Communities on Large-Scale Networks: Benchmark Generation and Learning via Adaptive Stochastic Optimization

Grande, Alessandro Antonio
2022
Theses
StatisticsMathematicsStochastic processesMathematical optimizationComputer networksMachine learning--Statistical methods

10. Statistical approach to tagging stellar birth groups in the Milky Way

Ratcliffe, Bridget Lynn
2022
Theses
AstronomyStatisticsStars--FormationStars--Age--MeasurementGalaxies--Formation

11. Statistical Perspectives on Modern Network Embedding Methods

Davison, Andrew
2022
Theses
StatisticsMachine learning--Statistical methodsMachine learning--Graphic methodsComputer networks

12. Advances in Statistical Machine Learning Methods for Neural Data Science

Zhou, Ding
2021
Theses
StatisticsNeurosciencesBayesian statistical decision theoryCalcium imaging

13. Characterization of the Fluctuations in a Symmetric Ensemble of Rank-Based Interacting Particles

Garrido Garcia, Miguel Angel
2021
Theses
StatisticsMathematicsStochastic processesStochastic differential equations

14. Event History Analysis in Multivariate Longitudinal Data

Yuan, Chaoyu
2021
Theses
StatisticsBayesian statistical decision theoryMarkov processesGaussian processesMedical statisticsMyocardial infarctionLongitudinal studies

15. High-dimensional Asymptotics for Phase Retrieval with Structured Sensing Matrices

Dudeja, Rishabh
2021
Theses
StatisticsGaussian processesMatricesIterative methods (Mathematics)

16. On the Construction of Minimax Optimal Nonparametric Tests with Kernel Embedding Methods

Li, Tong
2021
Theses
StatisticsGaussian processesNonparametric statistics

17. Phase retrieval in the high-dimensional regime

Bakhshizadeh, Milad
2021
Theses
StatisticsX-ray crystallographyX-ray diffraction imagingAstronomical photographySpectrum analysis

18. Semiparametric Inference of Censored Data with Time-dependent Covariates

Chu, Chi Wing
2021
Theses
StatisticsAnalysis of covarianceAIDS (Disease)Clinical trials

19. Statistical Learning for Process Data

Wang, Zhi
2021
Theses
StatisticsComputer-assisted instructionProblem solving

20. Toward a scalable Bayesian workflow

Yao, Yuling
2021
Theses
StatisticsBayesian statistical decision theoryBayesian statistical decision theory--Mathematical models

21. Community Detection in Social Networks: Multilayer Networks and Pairwise Covariates

Huang, Sihan
2020
Theses
StatisticsMachine learningSocial networksAlgorithms--Evaluation

22. Deep Probabilistic Graphical Modeling

Dieng, Adji Bousso
2020
Theses
StatisticsComputer scienceGraphical modeling (Statistics)Machine learning

23. High-dimensional asymptotics: new insights and methods

Wang, Shuaiwen
2020
Theses
StatisticsLinear models (Statistics)Regression analysis--Asymptotic theoryEstimation theory--Asymptotic theoryStandard deviations

24. Latent Variable Models in Measurement: Theory and Application

Fang, Guanhua
2020
Theses
StatisticsLatent variablesMathematical modelsPsychometrics--Mathematical modelsEducational tests and measurements

25. Multiple Causal Inference with Bayesian Factor Models

Wang, Yixin
2020
Theses
StatisticsInferenceAlgorithms--DesignBayesian statistical decision theory

26. New perspectives in cross-validation

Zhou, Wenda
2020
Theses
StatisticsStatistics--MethodologyStatistics--Models

27. Partition-based Model Representation Learning

Hsu, Yayun
2020
Theses
StatisticsInference--Data processingStatistics--MethodologyStatistics--ModelsMachine learning--Statistical methods

28. Some Statistical Models for Prediction

Auerbach, Jonathan Lyle
2020
Theses
StatisticsPublic policy (Law)Skyscrapers--Design and constructionPresidents--ElectionClimatic changes--Statistical methodsCriminal statisticsTraffic fatalities

29. Statistical Analysis of Complex Data in Survival and Event History Analysis

Ling, Hok Kan
2020
Theses
StatisticsSurvivalEvent history analysis

30. Advances in Deep Generative Modeling With Applications to Image Generation and Neuroscience

Loaiza Ganem, Gabriel
2019
Theses
StatisticsMachine learningComputer simulationNeurosciences--Data processingNeural networks (Computer science)Digital images

31. Essays in High Dimensional Time Series Analysis

Yousuf, Kashif
2019
Theses
StatisticsEconomicsTime-series analysisTime-series analysis--Data processingRegression analysis

32. Limit theorems beyond sums of I.I.D observations

Austern, Morgane
2019
Theses
StatisticsMathematicsLimit theorems (Probability theory)Symmetry (Mathematics)Central limit theorem

33. Linear Constraints in Optimal Transport

Stebegg, Florian
2019
Theses
StatisticsMathematicsMartingales (Mathematics)

34. Point Process Models for Heterogeneous Event Time Data

Wu, Jing
2019
Theses
StatisticsPoint processesSocial structureSocial sciences--Data processingOnline social networks

35. Scalable Community Detection in Massive Networks using Aggregated Relational Data

Jones, Timothy
2019
Theses
StatisticsSystem analysisRelational databases

36. Application of Distance Covariance to Extremes and Time Series and Inference for Linear Preferential Attachment Networks

Wan, Phyllis
2018
Theses
StatisticsAnalysis of covarianceTime-series analysis--Mathematical modelsMultivariate analysisSystem analysis

37. Bayesian Modeling Strategies for Complex Data Structures, with Applications to Neuroscience and Medicine

Lu, Feihan
2018
Theses
StatisticsBayesian statistical decision theoryData structures (Computer science)Neurosciences--Data processingMedicine--Data processing

38. Essays in Cluster Sampling and Causal Inference

Makela, Susanna
2018
Theses
StatisticsMathematical statisticsCluster analysisErrors-in-variables models

39. Minimax-inspired Semiparametric Estimation and Causal Inference

Hirshberg, David Abraham
2018
Theses
StatisticsParameter estimationMathematical statistics

40. Selected Legal Applications for Bayesian Methods

Cheng, Edward K.
2018
Theses
StatisticsLawBayesian statistical decision theoryLaw--Statistical methods

41. Statistical Machine Learning Methods for the Large Scale Analysis of Neural Data

Mena, Gonzalo Esteban
2018
Theses
StatisticsMachine learningNeural circuitry--Data processingNeurotechnology (Bioengineering)

42. Stochastic Differential Equations and Strict Local Martingales

Qiu, Lisha
2018
Theses
StatisticsMathematicsStochastic differential equationsMartingales (Mathematics)Convergence

43. Topics in Computational Bayesian Statistics With Applications to Hierarchical Models in Astronomy and Sociology

Sahai, Swupnil
2018
Theses
StatisticsAstronomySociologyBayesian statistical decision theoryMultilevel models (Statistics)

44. Advances in Credit Risk Modeling

Neuberg, Richard
2017
Theses
Financial riskFinancial risk managementFinance--Statistical methodsFinance--StatisticsCredit--Management--Statistical methodsStatisticsFinance

45. A unified view of high-dimensional bridge regression

Weng, Haolei
2017
Theses
StatisticsRegression analysisMathematics

46. Distributionally Robust Optimization and its Applications in Machine Learning

Kang, Yang
2017
Theses
StatisticsRobust optimizationMachine learningMathematical optimization

47. Distributionally Robust Performance Analysis with Applications to Mine Valuation and Risk

Dolan, Christopher James
2017
Theses
StatisticsMine valuation--Statistical methodsRobust statistics

48. Efficient Estimation of the Expectation of a Latent Variable in the Presence of Subject-Specific Ancillaries

Mittel, Louis Buchalter
2017
Theses
StatisticsLatent variablesEstimation theory

49. Empirical Bayes, Bayes factors and deoxyribonucleic acid fingerprinting

Basu, Ruma
2017
Theses
StatisticsDNA fingerprintingBioinformatics

50. Essays on Matching and Weighting for Causal Inference in Observational Studies

Resa Juárez, María de los Angeles
2017
Theses
StatisticsInferenceStatistical matchingProbabilities

51. Expansion of a filtration with a stochastic process: a high frequency trading perspective

Neufcourt, Léo
2017
Theses
StatisticsMathematicsFinance

52. Flexible Sparse Learning of Feature Subspaces

Ma, Yuting
2017
Theses
Mathematical statisticsMachine learning--Statistical methodsMachine learningStatistics

53. Random Walk Models, Preferential Attachment, and Sequential Monte Carlo Methods for Analysis of Network Data

Bloem-Reddy, Benjamin Michael
2017
Theses
Computer networksMarkov processesInformation networks--Statistical methodsMonte Carlo methodStatistics

54. Statistical Machine Learning Methods for High-dimensional Neural Population Data Analysis

Gao, Yuanjun
2017
Theses
StatisticsNeurosciencesDimensional analysis

55. Time Series Modeling with Shape Constraints

Zhang, Jing
2017
Theses
StatisticsTime-series analysis--Mathematical models

56. Advances in Model Selection Techniques with Applications to Statistical Network Analysis and Recommender Systems

Franco Saldana, Diego
2016
Theses
Linear models (Statistics)ProbabilitiesProportional hazards modelsStatistics

57. Asymptotic Theory and Applications of Random Functions

Li, Xiaoou
2016
Theses
Monte Carlo methodDifferential equations, PartialDifferential equations, Partial--Asymptotic theoryMathematical statisticsStatistics

58. Latent Variable Modeling and Statistical Learning

Chen, Yunxiao
2016
Theses
Educational tests and measurements--Statistical methodsPsychological tests--Statistical methodsLearning, Psychology of--Mathematical modelsLatent variablesStatistics

59. Measuring Spatial Extremal Dependence

Cho, Yong Bum
2016
Theses
Spatial analysis (Statistics)StatisticsBootstrap (Statistics)Extremal problems (Mathematics)

60. Methods for Personalized and Evidence Based Medicine

Shahn, Zach
2016
Theses
Evidence-based medicineMedical care--StatisticsPersonalized medicineStatistics

61. On Model-Selection and Applications of Multilevel Models in Survey and Causal Inference

Wang, Wei
2016
Theses
Social sciences--Statistical methods--Data processingStatistics

62. Semiparametric inference with shape constraints

Patra, Rohit Kumar
2016
Theses
Regression analysisMathematical statisticsProbabilitiesStatisticsStatistics

63. Spectral Filtering for Spatio-temporal Dynamics and Multivariate Forecasts

Meng, Lu
2016
Theses
Mathematical statistics--Data processingDynamicsDimension reduction (Statistics)Statistics

64. A Graphon-based Framework for Modeling Large Networks

He, Ran
2015
Theses
StatisticsAlgorithmsNetwork analysis (Planning)--Mathematical models

65. An Assortment of Unsupervised and Supervised Applications to Large Data

Agne, Michael Robert
2015
Theses
StatisticsBiometry

66. Efficiency in Lung Transplant Allocation Strategies

Zou, Jingjing
2015
Theses
Statistics

67. On Identifying Rare Variants for Complex Human Traits

Fan, Ruixue
2015
Theses
Regression analysisGenetics--Statistical methodsGenomics--Data processingHuman genetics--VariationStatisticsBioinformatics

68. A Point Process Model for the Dynamics of Limit Order Books

Vinkovskaya, Ekaterina
2014
Theses
Statistics

69. Interaction-Based Learning for High-Dimensional Data with Continuous Predictors

Huang, Chien-Hsun
2014
Theses
Epistasis (Genetics)Instrumental variables (Statistics)Nonparametric statisticsCluster analysisMachine learning--Statistical methodsStatistics

70. Limit Theory for Spatial Processes, Bootstrap Quantile Variance Estimators, and Efficiency Measures for Markov Chain Monte Carlo

Yang, Xuan
2014
Theses
Statistics

71. Mixed Methods for Mixed Models

Dorie, Vincent Joseph
2014
Theses
Statistics

72. Semiparametric Estimation of a Gaptime-Associated Hazard Function

Teravainen, Timothy
2014
Theses
Proportional hazards modelsSurvival analysis (Biometry)Bayesian statistical decision theoryStatisticsElectrical engineering

73. Statistical Inference and Experimental Design for Q-matrix Based Cognitive Diagnosis Models

Zhang, Stephanie
2014
Theses
StatisticsEducational tests and measurementsPsychometrics

74. Unbiased Penetrance Estimates with Unknown Ascertainment Strategies

Gore, Kristen
2014
Theses
Statistics

75. Credit Risk Modeling and Analysis Using Copula Method and Changepoint Approach to Survival Data

Qian, Bo
2013
Theses
Statistics

76. Estimation and Testing Methods for Monotone Transformation Models

Zhang, Junyi
2013
Theses
Statistics

77. Generalized Volatility-Stabilized Processes

Pickova, Radka
2013
Theses
Statistics

78. Kernel-based association measures

Liu, Ying
2013
Theses
StatisticsComputer science

79. Statistical Inference for Diagnostic Classification Models

Xu, Gongjun
2013
Theses
StatisticsEducational tests and measurements

80. Contributions to Semiparametric Inference to Biased-Sampled and Financial Data

Sit, Tony
2012
Theses
Statistics

81. Detecting Dependence Change Points in Multivariate Time Series with Applications in Neuroscience and Finance

Cribben, Ivor John
2012
Theses
Statistics

82. Modeling Strategies for Large Dimensional Vector Autoregressions

Zang, Pengfei
2012
Theses
Statistics

83. Some Models for Time Series of Counts

Liu, Heng
2012
Theses
Statistics

84. Statistical inference in two non-standard regression problems

Seijo, Emilio Francisco
2012
Theses
StatisticsMathematics

85. Bayesian Model Selection in terms of Kullback-Leibler discrepancy

Zhou, Shouhao
2011
Theses
Statistics

86. Contagion and Systemic Risk in Financial Networks

Moussa, Amal
2011
Theses
FinanceStatistics

87. Self-controlled methods for postmarketing drug safety surveillance in large-scale longitudinal data

Simpson, Shawn E.
2011
Theses
Statistics

88. Some Nonparametric Methods for Clinical Trials and High Dimensional Data

Wu, Xiaoru
2011
Theses
Statistics

89. Statistical methods for indirectly observed network data

McCormick, Tyler H.
2011
Theses
Statistics