Statistics and Data Science
Note: Prof. Nadja Klein was a member of the Chair of Statistics and Data Science till 04/2023 and moved to the Technische Universität Dortmund.
Contact
- E-mail nadja.klein [ at ] hu-berlin.de
- Phone / Fax
+49 30 2093- 99024 / +49 30 2093-99591 - Office / Office hours:
SPA1, 309 / upon agreement
Mail address
Humboldt-Universität zu Berlin
School of Business and Economics
Chair of Statistics and Data Science
Unter den Linden 6
10099 Berlin
Germany
We are hiring! Open PhD and Postdoc positions.
Research Interests
- Bayesian Computational Methods
- Bayesian Deep Learning
- Machine Learning
- Smoothing
- Regularization and Shrinkage
- Distributional Regression
- Network Analysis
- Spatial Statistics
Short Vita
- since Nov. 2021: Speaker of the Research Group ‘Artificial Intelligence’, Junge Akademie
- since Oct. 2018: (Non-tenured) Assistant professorship (W1) for Statistics and Data Science, Humboldt University, Berlin
- May 2018: Appointment for a Lecturer position, School of Mathematics and Statistics, University of Melbourne
- Apr. 2018–Oct. 2018: (Non-tenured) Assistant professor (W1) for Statistics, University of Cologne
- Jul. 2016–Feb. 2018: Postdoctoral Feodor-Lynen-Fellow of the Alexander von Humboldt Foundation, Melbourne Business School, University of Melbourne, Host: Prof. Dr. Michael Smith
- Oct. 2015–Sept. 2016: Postdoctoral Fellow of the Fonds Wetenschappelijk Onderzoek Vlaanderen, supervisor: Prof. Dr. Gerda Claeskens (unpaid leave)
- Jan. 2015–Mar. 2018: Postdoctoral researcher, Georg-August-Universität Göttingen
- Jan. 2015: Dr. rer. nat. in Mathematics, Georg-August-Universität Göttingen Thesis title: ‘Bayesian Structured Additive Distributional Regression’, summa cum laude; supervisor: Prof. Dr. Thomas Kneib, defence: 03/12/2014
- Feb. 2014–Dec. 2014: Research assistant funded by the DFG project ‘Structured Additive Distributional Regression’, Georg-August-Universität Göttingen
- Jan. 2012: Diploma in Mathematics with a minor in Physics, University of Hamburg; Thesis title: ‘Statistische Lebenszeitanalyse von Flugzeuggeräten’, sehr gut; supervisor: Prof. Dr. Holger Drees, diploma examination: 26/01/2012
Prizes and Awards
- 2018: ISBA Young Researcher Travel Support
- since 2016: Member of the Humboldt network (by the Alexander von Humboldt Foundation)
- 2016: Feodor-Lynen-Fellowship for Postdoctoral Researchers of the Alexander von Humboldt Foundation
- 2016: NSF-ISBA Junior Travel Support Grant of the US National Science Foundation
- 2015: Wolfgang-Wetzel-Price 2015 of the German Statistical Society for the paper ‘Bayesian Generalized Additive Models for Location, Scale and Shape for Zero-Inflated and Overdispersed Count Data’
- 2014: Award of the Georg-August-Universität Göttingen for outstanding dissertation ‘Bayesian Structured Additive Distributional Regression’
- 2014: Award of the Universitätsbund Göttingen for the dissertation ‘Bayesian Structured Additive Distributional Regression’
Research Funding
- since Aug. 2021: Experiment (Volkswagenstiftung)
- since Sep. 2020: Individual research Grant ‘Boosting Copulas’ (joint with Prof. A. Mayr, University of Bonn, DFG)
- since Nov. 2019: Leader of the Emmy-Noether research group ‘Regression Models Beyond the Mean – A Bayesian Approach to Machine Learning’ (DFG)
- Oct. 2019–Sep. 2021: Klaus Tschira boost fund (German Scholars Organization e.V)
- Aug. 2019–Jul. 2020: Transferbonus with Newsenselab (Humboldt Innovations)
- since Oct. 2017: RTG 2300 ‘Enrichment of European beech forests with conifers: impacts of functional traits on ecosystem functioning’ (principal investigator; SP11)
- Jul. 2016–Jun. 2018: Feodor-Lynen fellowship of the Alexander von Humboldt Stiftung ‘Multivariate Conditional Distributions’ (principal investigator)
Memberships
- since Oct. 2021: Member of the International Biometric Society (IBS)
- since May 2021: Member of the International Society of Bayesian Analysis (ISBA)
- since Jul. 2020: Member of Die Junge Akademie
- since Aug. 2019: Member of the Math+ Faculty and Berlin Mathematical School
(BMS), TU Berlin, FU Berlin and HU Berlin - since May 2019: Member of the Integrative Research Institute on Transformations of Human-Environment Systems (IRI THESys), HU Berlin
- since Jan. 2019: Member of the Berlin Doctoral Program in Economics and Management Science (BDPEMS)
- since Dec. 2018: Member of Biostatnet
- since Apr. 2018: Associate member of the DFG Research Training Group 2300 Enrichment of European beech forests with conifers: impacts of functional traits on ecosystem functioning
- since Nov. 2018: Member of Berlin Economics Research Associates (BERA)
- since Apr. 2018: Member of The German Statistical Society (DStatG)
- since Jan. 2018: American Statistical Association (ASA) Early Career Member
- since Aug. 2017: Member of The German Association of University Professors and Lecturers (DHV)
- since Jan. 2017: Member of the Bayesian Analysis and Modeling Research Group, University of Melbourne
- since Mar. 2015: Member of the Centre for Statistics, Georg-August-Universität Göttingen
- Oct. 2012 -Dec. 2014: Associate member of the DFG Research Training Group 1644 Scaling Problems in Statistics