Thomas Kneib

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The University of Göttingen

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Adaptive shrinkage of smooth functional effects towards a predefined functional subspace

In this paper, we propose a new horseshoe-type prior hierarchy for adapt...
01/14/2021 ∙ by Paul Wiemann, et al. ∙ 0 ∙ share

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Bayesian Conditional Transformation Models

Recent developments in statistical regression methodology establish flex...
12/20/2020 ∙ by Manuel Carlan, et al. ∙ 0 ∙ share

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Beyond unidimensional poverty analysis using distributional copula models for mixed ordered-continuous outcomes

Poverty is a multidimensional concept often comprising a monetary outcom...
09/08/2020 ∙ by Maike Hohberg, et al. ∙ 0 ∙ share

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Analytic expressions for the Cumulative Distribution Function of the Composed Error Term in Stochastic Frontier Analysis with Truncated Normal and Exponential Inefficiencies

In the stochastic frontier model, the composed error term consists of th...
06/05/2020 ∙ by Rouven Schmidt, et al. ∙ 0 ∙ share

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Noncrossing structured additive multiple-output Bayesian quantile regression models

Quantile regression models are a powerful tool for studying different po...
10/18/2019 ∙ by Bruno Santos, et al. ∙ 0 ∙ share

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Generalised Joint Regression for Count Data with a Focus on Modelling Football Matches

We propose a versatile joint regression framework for count responses. T...
08/02/2019 ∙ by Hendrik van der Wurp, et al. ∙ 0 ∙ share

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Multivariate Conditional Transformation Models

Regression models describing the joint distribution of multivariate resp...
06/07/2019 ∙ by Nadja Klein, et al. ∙ 0 ∙ share

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Bayesian Effect Selection in Structured Additive Distributional Regression Models

We propose a novel spike and slab prior specification with scaled beta p...
02/27/2019 ∙ by Nadja Klein, et al. ∙ 0 ∙ share

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Generalized additive models for location, scale and shape for program evaluation: A guide to practice

This paper introduces generalized additive models for location, scale an...
06/25/2018 ∙ by Maike Hohberg, et al. ∙ 0 ∙ share

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Lost in translation: On the impact of data coding on penalized regression with interactions

Penalized regression approaches are standard tools in quantitative genet...
06/10/2018 ∙ by Johannes W. R. Martini, et al. ∙ 0 ∙ share

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Conditional Model Selection in Mixed-Effects Models with cAIC4

Model selection in mixed models based on the conditional distribution is...
03/15/2018 ∙ by Benjamin Säfken, et al. ∙ 0 ∙ share

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Bayesian Measurement Error Correction in Structured Additive Distributional Regression with an Application to the Analysis of Sensor Data on Soil-Plant Variability

The flexibility of the Bayesian approach to account for covariates with ...
11/29/2017 ∙ by Alessio Pollice, et al. ∙ 0 ∙ share

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Gradient boosting in Markov-switching generalized additive models for location, scale and shape

We propose a novel class of flexible latent-state time series regression...
10/06/2017 ∙ by Timo Adam, et al. ∙ 0 ∙ share

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Boosting Joint Models for Longitudinal and Time-to-Event Data

Joint Models for longitudinal and time-to-event data have gained a lot o...
09/09/2016 ∙ by Elisabeth Waldmann, et al. ∙ 0 ∙ share

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