Profile
Profile

Prof. Dr. Dominik Liebl

Junior Professor

E-mail: dliebl(at)uni-bonn.de
Phone: +49 0228 73 9270
Homepage: http://www.statistik.uni-bonn.de/mitarbeiter/jprof-d-liebl/
Location: Institute for Economics
Institute: Department of Economics
Research Area: Research Area H

Academic Career

2003 - 2008

Undergraduate Studies in Economics, University of Bonn and Charles University, Prague, Czech Republic

2008 - 2010

Scholar, Cologne Graduate School (CGS)

2010

Research Stay at the Working Group STAPH, Paul Sabatier University (Toulouse III), France

2010 - 2013

Research Assistant, Institute for Econometrics and Statistics, University of Cologne

2013 - 2014

Postdoctoral Researcher, European Center for Advanced Research in Economics and Statistics (ECARES), Université Libre de Bruxelles, Belgium

Since 2014

Associate Professor for Statistics, Institute for Financial Economics and Statistics, University of Bonn

Research Profile

My research is focused on a relatively new branch of statistics called Functional Data Analysis (FDA). FDA emerged from the availability of function-valued data and the need to analyze such data appropriately. Like classical multivariate data, functional data can occur as cross-sectional, autocorrelated or spatially correlated data, but the structure of functional data is fundamentally different from that of classical multivariate data. This allows for some unique possibilities, such as the statistical analysis of derivatives or differential equations. There are, however, also some challenging properties such as the high dimensionality of the data. A particular focus of my research is the relevant practical situation in which we do not directly observe the functions, but only their noisy discretization points. These situations typically involve the use of nonparametric estimation procedures.

My future research plans focus on reconstructing partially observed functional data. This line of research has important connections to panel data analysis where missing data is a challenging and practically relevant problem. Another project is centered around the very recent FDA literature that consider local-specific points within the functional data that have particular influence on the response variable.

Research Projects and Activities

Functional data analysis, semi- and nonparametric statistics, and panel data analysis.

Selected Publications

[1] Dominik Liebl
Modeling and forecasting electricity spot prices: a functional data perspective
Ann. Appl. Stat. , 7: (3): 1562--1592
2013
DOI: 10.1214/13-AOAS652
[2] Oualid Bada, Dominik Liebl
The R-package phtt: Panel Data Analysis with Heterogeneous Time Trends
arXiv preprint arXiv:1407.6484
2014
[3] Dominik Liebl, Steffen Willwacher, Joseph Hamill, Gert-Peter Brüggemann
Ankle plantarflexion strength in rearfoot and forefoot runners: A novel clusteranalytic approach
Human movement science
, 35: : 104--120
Publisher: Elsevier
2014
[4] Dominik Liebl, Karl Mosler, Steffen Willwacher
ROBUST CLUSTERING OF JOINT MOMENT CURVES
Sportinformatik 2012 : 68year=2012
0
[5] Alois Kneip, Dominik Liebl
Modelling Electricity Prices as Functional Data on Random Domains
Contributions in infinite-dimensional statistics and related topics : 173
Publisher: Società Editrice Esculapio
2014

Publication List

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