Prof. Dr. Christiane Fuchs
Prof. Dr. Christiane Fuchs
Professor of Data Science
Room V9 - 132
Phone +49 521 106-2576
Email christiane.fuchs@uni-bielefeld.de
I am a professor of data science at the Faculty of Business Administration and Economics at Bielefeld University. In interdisciplinary projects, I conduct both method-driven and application-driven research, ranging in domain from economics to mathematical epidemiology to medicine.
My particular research interests are
- Stochastic modelling and statistical inference of dynamic processes, in particular diffusion processes / stochastic differential equations
- Uncertainty quantification, and in particular learning from uncertainty
- Computer-intensive Bayesian statistics
- Risk prediction and integration of data types, e.g. genomic, transcriptomic and clinical/environmental data
I am also affiliated with Helmholtz Munich, where I lead the Fuchs lab at the Institute of Computational Biology. Through the Core Facility Statistical Consulting, we offer expert support in statistical data analysis and exploration.
Research projects and funding at Bielefeld University are described on the pages of the Data Science group. For information about my activities in Munich, please visit my webpage at Helmholtz Munich.
Book
C. Fuchs (2013): Inference for Diffusion Processes with Applications in Life Sciences. Springer, Heidelberg.
Articles
My ORCID: 0000-0003-3565-8315
Theses
- C. Dargatz (2010): Bayesian Inference for Diffusion Processes with Applications in Life Sciences. Ph.D. Thesis, Ludwig-Maximilians-Universität Munich.
- C. Dargatz (2004): Probabilistic Analysis of the Profile of Binary and Digital Search Trees. Diploma Thesis (continuation of M.Sc. Thesis), University of Hanover.
- C. Dargatz (2003): Probabilistic Analysis of the Profile of Binary and Digital Search Trees. M.Sc. Thesis, Brunel University West London.
Current Teaching
For current teaching, please have a look at the teaching overview of the Data Science group.
Earlier Teaching
- Winter 2022/23
- Grundlagen der Statistik (Fuchs / Wäsche)
- Forschen, Handeln und Gestalten in der Welt der Daten (Böhm-Kasper, Schwandt, Gausling, Fuchs, de Vries, Gemander, Weiß, Zindel)
- Integrative Wissensperspektiven (Carrier, Fuchs, ...)
- Research in Statistical Science (Bauer, Fuchs, Langrock, Reinecke)
- Summer 2022
- Bayesian Statistics II (Fuchs / Yaqine)
- Masterkolloquium zu Data Science (Fuchs)
- Research in Statistical Science (Bauer, Fuchs, Langrock, Reinecke)
- Winter 2021/22
- Grundlagen der Statistik (Fuchs / Wäsche)
- Bayesian Statistics I (Fuchs / Yaqine)
- Forschen, Handeln und Gestalten in der Welt der Daten (Böhm-Kasper, Langrock, Schwandt, Gausling, Fuchs)
- Summer 2021
- Bayesian Statistics II (Fuchs / Yaqine)
-
Masterkolloquium Data Science (Fuchs)
- Winter 2020/21
- Grundlagen der Statistik (Fuchs / Frahnow)
- Bayesian Statistics I (Fuchs / Yaqine)
- Forschen, Handeln und Gestalten in der Welt der Daten (Böhm-Kasper, Langrock, Pöge, Schwandt, Gausling, Fuchs)
- Integrative Wissensperspektiven. Krisen und ihre Bewältigung (Carrier, [...], Fuchs)
- Summer 2020
- Bayesian Statistics II (Fuchs / Yaqine)
- Masterkolloquium zu Data Science (Fuchs)
- Winter 2019/20
- Grundlagen der Statistik (Fuchs / Frahnow)
- Bayesian Statistics I (Fuchs / Yaqine)
- Masterkolloquium zu Statistik, Data Science und Ökonometrie (Langrock / Fuchs / Bauer)
- Lecture series: Big data is watching you! (Böhm-Kasper, Langrock, Pöge, Schwandt, Gausling, Fuchs)
- Summer 2019
- Bayesian Statistics II (Fuchs / Yaqine)
- Big Data Beauty (Basiswerkstatt Musik wiss./künstl.) (Fuchs, Frahnow, Voit)
- Big Data Beauty (Vertiefendes musikalisches Projekt) (Fuchs, Frahnow, Voit)
- Winter 2018/19
- Bayesian Statistics I (Fuchs / Frahnow)
- Integrative Wissensperspektiven - Alternative Fakten. Wie sicher ist unser Wissen? (Kramer, Carrier, Blanchard, Reinhold, Cruse, Seibert, Schäfer, Grave, Vasilache, Deile, Diehl, Werron, Menke, Spoerhase, Langrock, Hammer, Fuchs, Kaiser, Pfeiffer, Pawlak)
- Previous Terms
Please visit my page at Helmholtz Zentrum München.
| since 01/2018 | Professor of Data Science at the Faculty of Business Administration and Economics, Bielefeld University, Germany |
| since 01/2016 | Group Leader of the Biostatistics research group at the Institute of Computational Biology, Helmholtz Zentrum Munich, Germany |
| 10/2016 - 03/2017 | Interim W3 professor for Applied Stochastics at the Department of Statistics, Ludwig-Maximilians-Universität Munich, Germany |
| 05/2013 - 12/2015 | Team Leader of the Biostatistics research team at the Institute of Computational Biology, Helmholtz Zentrum Munich, Germany |
| since 09/2011 | Guest Lecturer at the Faculty of Mathematics, Technical University Munich, Germany |
| 01/2011 - 04/2013 | Research Fellow (Postdoc) at the Computational Modeling in Biology group, Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum Munich, Germany |
| 11/2010 - 12/2010 | Research Fellow (Postdoc) at the Department of Statistics, University of Warwick, UK |
| 03/2005 - 10/2010 | Research Assistant (Ph.D. student) at the Collaborative Research Unit and the Chair of Statistics, Department of Statistics, Ludwig-Maximilians-Universität Munich, Germany |
| 01/2007 - 03/2007 | Visiting Ph.D. student at the Department of Mathematics and Statistics, Lancaster University, UK |
| 10/1999 - 01/2005 | German Diploma (eq. M.Sc.) in Mathematics (major) and Computer Science (minor), University of Hanover, Germany |
| 09/2002 - 09/2003 | Master of Science in Computational Mathematics with Modelling, Brunel University West London, UK |