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Dissertations at the Department of Statistics

2006  |  2007  |  2008  |  2009  |  2010  | 2011  |  2012  |  2013  |  2014  |  2015 |  2016|  2017|  2018

2018

  • Contributions to reasoning on imprecise data: imprecise classification trees, generalized linear regression on microaggregated data and imprecise imputation (Paul Fink)
    edoc
  • Some contributions to decision making in complex information settings with imprecise probabilities and incomplete preferences: theoretical and algorithmic results (Christoph Jansen)
    edoc
  • Statistical modelling of categorical data under ontic and epistemic imprecision: contributions to power set based analyses, cautious likelihood inference and (non-)testability of coarsening mechanisms (Julia Plaß)
    edoc
  • Estimation, model choice and subsequent inference: methods for additive and functional regression models (David Rügamer)
    edoc
  • Imputation for hierarchical datasets and responses in intervals (Matthias Speidel)
    edoc
  • Flexible modeling of time-to-event data and exposure-lag-response associations (Andreas Bender)
    edoc
  • Dynamic risk management of multi-asset portfolios (Christian Groll)
    edoc
  • Dependence modeling with applications in financial econometrics (Malte Simon Kurz)
    edoc

2017

  • Statistical methods for data with different dimensions: multivariate functional PCA and scalar-on-image regression (Clara Maria Happ)
    edoc
  • Flexible Bayesian joint models for longitudinal biomarkers and time-to-event outcomes with applications to type 1 diabetes research (Meike Köhler)
    edoc
  • Entwicklung eines hybriden Stresstests für Wertpapierportfolios (Andreas Ritter)
    edoc
  • Bayesian inference for structured additive regression models for large-scale problems with applications to medical imaging (Paul Schmidt)
    edoc
  • Reliable statistical modeling of weakly structured information: contributions to partial identification, stochastic partial ordering and imprecise probabilities (Georg Schollmeyer)
    edoc
  • Functional Data Analysis Methods for the Evaluation of Sensor Signals (Karen Fuchs)
    edoc
  • Estimation of latent familial risks for colorectal cancer (Anna Rieger)
    edoc
  • Application of modern statistical methods in worldwide health insurance (Andreas Bayerstadler)
    edoc
  • Functional Linear Mixed Models for Complex Correlation Structures and General Sampling Grids (Jona Cederbaum)
    edoc

2016

  • Resampling Approaches in Biometrical Applications: Developments in Random Forests and in Bootstrap-based Procedures (Silke Janitza)
    edoc
  • Advances in Count Time Series Monitoring for Public Health Surveillance (Maëlle Salmon)
    edoc
  • Extensions of Exponential Random Graph Models for Network Data Analysis (Stephanie Thiemichen)
    edoc
  • Exposure Modeling and Exposure Measurement Error Correction in Health Outcome Models with Longitudinal Data Structure: Exposure to Particulate Matter (Veronika Deffner)
    edoc
  • On the Detection of Latent Structures in Categorical Data (Moritz Berger)
    edoc
  • Boosting Functional Regression Models (Sarah Brockhaus)
    edoc
  • Efficient statistical analysis of video and image data (Ludwig Bothmann)
    edoc
  • Preparation of high-dimensional biomedical data with a focus on prediction and error estimation (Roman Hornung)
    edoc
  • Ökologische Inferenz und hybride Modelle, Schätzung der Wählerwanderung in Mehrparteiensystemen (André Klima)
    edoc

2015

  • Modeling the dynamics of large conditional heteroskedastic covariance matrices (Naeem Ahmed)
    edoc
  • Regularization methods for item response and paired comparison models (Gunther Schauberger) edoc
  • Estimation and model selection for dynamic biomedical images (Martina Feilke)
    edoc
  • Econometric Modeling of Ultra-High Frequency Volatility Interactions (Andreas Fuest)
  • Global Tests of Association for Multivariate Ordinal Data (Monika Jelizarow)
    edoc
  • Advances in applied nonlinear time series modeling (Muhammad Yousaf Khan)
    edoc
  • Conditional Transformation Models - Interpretable Parametrisations and Censoring (Lisa Möst)
    Verlag  |  edoc
  • Penalized Regression for Discrete Structures (Margret-Ruth Oelker)
    edoc
  • Extensions of Semiparametric Expectile Regression (Linda Schulze Waltrup)
    edoc
  • A copula-based approach to model serial dependence in financial time series (Fabian Spanhel)
  • Bayesian Inference for Infectious Disease Transmission Models based on Ordinary Differential Equations (Felix Weidemann)
    edoc

2014

  • Wrapper Algorithms and their Performance Assessment on High‐dimensional Molecular Data (Christoph Bernau)
    edoc
  • Multivariate GARCH and Dynamic Copula Models for Financial Time Series ‐ With an Application to Emerging Markets (Martin Grziska)
    edoc
  • The Analysis of Competing Risks Data with a Focus on Estimation of Cause‐Specific and Subdistribution Hazard Ratios from a Mixture Model (Bernhard Haller)
    edoc
  • Recent Methods from Statistics and Machine Learning for Credit Scoring (Anne Kraus)
    Verlag  |  edoc
  • Regularization in Discrete Survival Models (Stephanie Möst)
    Verlag  |  edoc
  • Automatic approaches for microscopy imaging based on machine learning and spatial statistics (Ramin Norousi)
    edoc
  • Flexible Distributed Lag Models and their Application to Geophysical Data (Viola Obermeier)
    edoc
  • Evaluating the Quality of Interviewer Observed Paradata for Nonresponse Applicatons (Jennifer Sinibaldi)
    edoc

2013

  • Clustering in linear and additive mixed models (Felix Heinzl)
    Verlag  |  edoc
  • Techniques for Asking Sensititve Questions in Labor Market Surveys (Antje Kirchner)
    Verlag  |  edoc
  • Bayesian Regularization in Regression Models for Survival Data (Susanne Konrath)
    edoc
  • Model-based recursive partitioning meets item response theory: new statistical methods for the detection of differential item functioning and appropriate anchor selection (Julia Kopf)
    Verlag  |  edoc
  • Determining high‐risk zones by using spatial point process methodology (Monia Mahling)
    Verlag  |  edoc
  • Advances in Boosting of Temporal and Spatial Models (Nikolay Robinzonov)
    Verlag  |  edoc
  • Nonresponse in Business Tendency Surveys: Theoretical Discourse and Empirical Evidence (Christian Seiler)
    edoc
  • Regularized estimation and model selection in compartment models (Julia Sommer)
    Verlag  |  edoc
  • Generalized Bayesian Inference under Prior-Data Conflict (Gero Walter)
    edoc
  • Regression analysis with imprecise data (Andrea Wiencierz)
    Verlag  |  edoc

2012

  • Structured additive quantile regression with applications to modelling undernutrition and obesity of children (Nora Fenske)
    Verlag  |  edoc
  • Analysis of missing data with random forests (Alexander Hapfelmeier)
    edoc
  • On the behavior of multiple comparison procedures in complex parametric designs (Esther Herberich)
    Verlag  |  edoc
  • Biostatistical modeling and analysis of combined fMRI and EEG measurements (Stefanie Kalus)
    Verlag  |  edoc
  • Cluster analysis of the signal curves in perfusion DCE-MRI datasets (Mojgan Mohajer)
    edoc
  • Nonparametric estimation of the jump component in financial time series (Serkan Yener)
    edoc

2011

  • Benchmark Experiments - A Tool for Analyzing Statistical Learning Algorithms (Manuel Eugster)
    Verlag  |  edoc
  • Feature Extraction in Regression and Classification with Structured Predictors (Jan Gertheiss)
    Verlag
  • Variable selection by regularization methods for generalized mixed models (Andreas Groll)
    Verlag
  • Boosting in structured additive models (Benjamin Hofner)
    Verlag  |  edoc
  • Biclustering: Methods, Software and Application (Sebastian Kaiser)
    Verlag  |  edoc
  • Regularization approaches for generalized linear models and single index models (Sebastian Petry)
    Verlag  |  edoc
  • Bayesian Regularization and Model Choice in Structured Additive Regression (Fabian Scheipl)
    Verlag  |  edoc
  • Risk management beyond correlation (Tina Yener)
    edoc
  • Regularization and Variable Selection in Categorical Regression Analyses (Faisal Zahid)
    Verlag

2010

  • Bayesian Inference for Diffusion Processes with Applications in Life Sciences (Christiane Dargatz)
    edoc
  • Discriminant Analysis for Longitudinal Data with Application in Medical Diagnostics (Mareike Kohlmann)
    edoc
  • An Integrated System for Market Risk, Credit Risk and Portfolio Optimization Based on Heavy-Tailed Models and Downside Risk Measures (Borjana Racheva-Iototva)
    edoc
  • Selektieren und Kombinieren von Modellen unter Berücksichtigung der Problematik fehlender Daten (Michael Schomaker)
    Verlag
  • Variable Selection in Generalized Linear Models (Jan Ulbricht)
    Verlag

2009

  • Data-Based Decisions under Complex Uncertainty (Robert Hable)
    edoc
  • Selected statistical issues in the analysis of genome-wide association studies using qualitative and quantitative phenotypes (Darina Roeske)
  • Parallel Computing for Biological Data (Markus Schmidberger)
    edoc
  • Verteilungsbasierte kausale Inferenzmodelle zur Schätzung von Therapieffekten in randomisierten kontrollierten klinischen Studien (Tibor Schuster)
    edoc
  • Sequential Dimension Reduction and Prediction Methods with High-dimensional Microarray Data (Waheed Babatunde Yahya)
    edoc

2008

  • Non-Standard Problems in Inference for Additive and Linear Mixed Models (Sonja Greven)
    Verlag
  • Alpha-stable Random Vectors with Time Varying Spectral Measure and Applications to Financial Time Series Analysis (Christoph Hartz)
    Verlag
  • Boosting in Nonparametric Regression: Constrained and Unconstrained Modeling Approaches (Florian Leitenstorfer)
    Verlag
  • Erzeugung von positiv definiten Matrizen mit Nebenbedingungen zur Validierung von Netzwerkalgorithmen für Microarray-Daten (Markus Ruschhaupt)
    edoc
  • Statistical Issues in Machine Learning: Towards Reliable Split Selection and Variable Importance Measures (Carolin Strobl)
    Verlag  |  edoc

2007

  • Statistical Analysis of Heaping and Rounding Effects (Amar Sabri Ahmad)
    Verlag
  • Model Selection in Generalised Structured Additive Regression Models (Christiane Belitz)
    Verlag  |  edoc
  • Time-varying coefficient models and measurement error (Susanne Breitner)
    edoc
  • Statistical Diffusion Tensor Imaging: From Data Quality to Fiber Tracking. (Susanne Heim)
    Verlag  |  edoc
  • Statistical Models for Infectious Disease Surveillance Counts (Mathias Hofmann)
    Verlag  |  edoc
  • Survival Analysis with Multivariate adaptive Regression Splines (Monika Kriner)
    edoc
  • Estimation of Continuous-Time Financial Models Using High-Frequency Data (Christian Pigorsch)
    edoc
  • Grenzen der Quantifizierung operationeller Risiken (Christof Reese)
    edoc

2006

  • Modelling extreme wind speeds (Tilman Payer)
    edoc
  • Mixed Models based on Likelihood Boosting (Florian Reithinger)
    edoc
  • Correction for covariate measurement error in nonparametric regression (David Rummel)
    Verlag  |  edoc
  • Estimation of a Linear Regression with Microaggregated Data (Matthias Schmid)
    Verlag