Fredrik D. Johansson
Scholar

Fredrik D. Johansson

Google Scholar ID: ml-AyBQAAAAJ
Associate Professor, Chalmers University of Technology
Machine LearningCausal InferenceHealthcare
Citations & Impact
All-time
Citations
5,258
 
H-index
21
 
i10-index
33
 
Publications
20
 
Co-authors
28
list available
Resume (English only)
Academic Achievements
  • He has published multiple papers in top-tier international conferences and journals such as NeurIPS, AISTATS, JMLR, etc. Specific papers include 'IncomeSCM: From tabular data set to time-series simulator and causal estimation benchmark' (2024), 'Active Preference Learning for Ordering Items In-and Out-of-sample' (2024), and more.
Research Experience
  • He is the main advisor to several PhD students, including Herman Bergström, Alessandro Margueritte, Ahmet Balcioglu, Adam Breitholtz, Newton Mwai Kinyanjui, Anton Matsson, and Lena Stempfle.
Education
  • He was previously a post-doctoral associate in the Clinical Machine Learning group at CSAIL & IMES, Massachusetts Institute of Technology, working with Professor David Sontag. Currently, he is an Associate Professor in Computer Science & Engineering and PI for the Healthy AI Lab at Chalmers University of Technology, Sweden.
Background
  • His research interests are primarily focused on causal inference in machine learning and decision-making with applications in healthcare.
Miscellany
  • You can contact him by email at fredrik.johansson@chalmers.se or ml@fredjo.com.