Fouche KIT

Dr.-Ing. Edouard Fouché

  • Lehrstuhl
    Prof. K. Böhm

    Karlsruher Institut für Technologie
    Am Fasanengarten 5
    76131 Karlsruhe
    GERMANY   

Summary

Hello, I am a Postdoctoral Researcher in Data Science at the Karlsruhe Institute of Technology (KIT).

My dissertation, "Estimating Dependency, Monitoring, and Knowledge Discovery in High-Dimensional Data Streams" (Advisor: Prof. Klemens Böhm), defended on July 2020, obtained the highest distinction (Summa Cum Laude). Furthermore, I received the Helmholtz Doctoral Prize 2020 for my Ph.D. work.

I hold a Master's degree in Computer Science from KIT and a Master's degree in Engineering from ESIEE Paris. I have advised 10+ students for their Master/Bachelor's theses and conducted multiple projects with major industry actors (such as Daimler, BMW, IBM, ...). On the side, I am pursuing an MBA at the Quantic School of Business and Technology.


My research focuses on:

  • Unsupervised Learning in High-Dimensional Data Streams
  • Correlation Analysis, Dependency Estimation
  • Bandit Algorithms, Sequential Decision Making
  • Outlier Detection, Clustering

You may find more information about me here:

Advised Theses
Titel Datum Typ Bearbeiter Zusatzfeld
Interactive Visualization of Correlations in High-Dimensional Streams Mar 19 - Jun 19 Bachelor's thesis

Yimin Zhang

GitHub
Relevance-Driven Feature Engineering Jul 17 - Dec 17 Master's thesis

Rosina Kazakova

In collaboration with BMW AG
On the Interpretability of Anomaly Detection via Neural Networks Apr 18 - Sep 18 Master's thesis

Marco Sturm

In collaboration with Daimler AG
Anytime Tradeoff Strategies for Multiple Targets May 19 - Nov 19 Master's thesis

Marco Heyden

GitHub
Energy Time Series Reduction Jan 18 - Apr 18 Bachelor's thesis

Lucas Krauß

Publication
Quality of High-Contrast Subspace Search in Data Streams with Missing Values Feb 17 - Apr 17 Bachelor's thesis

Jonathan Bechtle

Co-advised with Georg Steinbuss
Adaptive Variational Autoencoders for Outlier Detection in Data Streams Sep 18 - Feb 18 Master's thesis

Florian Pieper

GitHub
Subspace Search in Data Streams May 19 - Oct 19 Master's thesis

Florian Kalinke

GitHub
High-Dimensional Neural-Based Outlier Detection Apr 17 - Sep 17 Master's thesis

Daniel Popovic

GitHub
Publication
Statistical Generation of High-Dimensional Data Streams with Complex Dependencies Jun 18 - Nov 18 Bachelor's thesis

Alexander Poth

GitHub