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Humboldt-Universität zu Berlin - Emmy Noether Research Group

Peer-Reviewed (Methodology)

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2021+

Assessment and adjustment of approximate inference algorithms using the law of total variance
Yu, X, Nott, DJ, Tran, M, and Klein, N
To appear in Journal of Computational and Graphical Statistics.
In search of lost edges: A case study on reconstructing financial networks
Lebacher, M, Cook, S, Klein, N, and Kauermann, G
To appear in Journal of Network Theory in Finance.

2020+

Bayesian Effect Selection in Structured Additive Distributional Regression Models
Klein, N, Carlan, M, Kneib, T, Lang, S, and Wagner, H
To appear in Bayesian Analysis.
Bayesian Inference for Regression Copulas
Smith, MS and Klein, N
To appear in Journal of Business and Economic Statistics.
Bayesian Variable Selection for Non-Gaussian Responses: A Marginally-Calibrated Copula Approach
Klein, N and Smith, MS
To appear in Biometrics.
Marginally-calibrated deep distributional regression
Klein, N, Nott, DJ, and Smith, MS
To appear in Journal of Computational and Graphical Statistics.
Multivariate Conditional Transformation Models
Klein, N, Hothorn, T, Barbanti, L, and Kneib, T
To appear in Scandinavian Journal of Statistics.

2020

Candidate-gene association analysis for a continuous phenotype with a spike at zero using parent-offspring trios
Klein, N, Entwistle, A, Rosenberger, A, Kneib, T, and Bickeböller, H
Journal of Applied Statistics, 47(11):2066-2080.
Directional bivariate quantiles: A robust approach based on the cumulative distribution function
Klein, N and Kneib, T
AStA Advances in Statistical Analysis, 104(2):225–260.
Mixed discrete-continuous regression – A novel approach based on weight functions
Michaelis, P, Klein, N, and Kneib, T
Stat, 9(1):277–291.
Modelling regional patterns of inefficiency: A Bayesian approach to geoadditive panel stochastic frontier analysis with an application to cereal production in England and Wales
Klein, N, Herwartz, H, and Kneib, T
Journal of Econometrics, 214(2):513–539.
Non-stationary spatial regression for modelling monthly precipitation in Germany
Marques, I, Klein, N, and Kneib, T
Spatial Statistics, 40:100386.

2019

Implicit Copulas from Bayesian Regularized Regression Smoothers
Klein, N and Smith, MS
Bayesian Analysis, 14(4):1143–1171.
Mixed binary-continuous copula regression models with application to adverse birth outcomes
Klein, N, Kneib, T, Marra, G, Radice, R, Rokicki, S, and McGovern, M
Statistics in Medicine, 38(3):413–436.
Modular regression – A Lego system for building structured additive distributional regression models with tensor product interactions
Kneib, T, Klein, N, Lang, S, and Umlauf, N
Test, 28(1):1–39.
Multivariate effect priors in bivariate semiparametric recursive Gaussian models
Thaden, H, Klein, N, and Kneib, T
Computational Statistics and Data Analysis, 137:51–66.
Rejoinder on: Modular regression – A Lego system for building structured additive distributional regression models with tensor product interactions
Kneib, T, Klein, N, Lang, S, and Umlauf, N
Test, 28(1):55–59.

2018

BAMLSS: Bayesian Additive Models for Location, Scale, and Shape (and Beyond)
Umlauf, N, Klein, N, and Zeileis, A
Journal of Computational and Graphical Statistics, 27(3):612–627.
Bayesian Multivariate Distributional Regression With Skewed Responses and Skewed Random Effects
Michaelis, P, Klein, N, and Kneib, T
Journal of Computational and Graphical Statistics, 27(3):602–611.

2017

Boosting joint models for longitudinal and time-to-event data
Waldmann, E, Taylor-Robinson, D, Klein, N, Kneib, T, Pressler, T, Schmid, M, and Mayr, A
Biometrical Journal, 59(6):1104–1121.
Integrating multivariate conditionally autoregressive spatial priors into recursive bivariate models for analyzing environmental sensitivity of mussels
Thaden, H, Pata, M, Klein, N, Cadarso-Suárez, C, and Kneib, T
Spatial Statistics, 22:419–433.
Structured additive distributional regression for analysing landings per unit effort in fisheries research
Mamouridis, V, Klein, N, Kneib, T, Cadarso Suárez, C, and Maynou, F
Mathematical Biosciences, 283:145–154.

2016

Analysing farmland rental rates using Bayesian geoadditive quantile regression
März, A, Klein, N, Kneib, T, and Musshoff, O
European Review of Agricultural Economics, 43(4):663–698.
Modelling Hospital Admission and Length of Stay by Means of Generalised Count Data Models
Herwartz, H, Klein, N, and Strumann, C
Journal of Applied Econometrics, 31(6):1159–1182.
Scale-dependent priors for variance parameters in structured additive distributional regression
Klein, N and Kneib, T
Bayesian Analysis, 11(4):1071–1106.
Simultaneous inference in structured additive conditional copula regression models: A unifying Bayesian approach
Klein, N and Kneib, T
Statistics and Computing, 26(4):841–860.

2015

A Semiparametric Analysis of Conditional Income Distributions
Sohn, A, Klein, N, and Kneib, T
Schmollers Jahrbuch, 135:13–22.
Bayesian Generalized Additive Models for Location, Scale, and Shape for Zero-Inflated and Overdispersed Count Data
Klein, N, Kneib, T, and Lang, S
Journal of the American Statistical Association, 110(509):405–419.
Bayesian Structured Additive Distributional Regression for Multivariate Responses
Klein, N, Kneib, T, Klasen, S, and Lang, S
Journal of the Royal Statistical Society. Series C: Applied Statistics, 64(4):569–591.
Bayesian structured additive distributional regression with an application to regional income inequality in Germany
Klein, N, Kneib, T, Lang, S, and Sohn, A
Annals of Applied Statistics, 9(2):1024–1052.

2014

Nonlife ratemaking and risk management with Bayesian generalized additive models for location, scale, and shape
Klein, N, Denuit, M, Lang, S, and Kneib, T
Insurance: Mathematics and Economics, 55(1):225–249.