Alex Jung
Associate Professor
Associate Professor
T313 Dept. Computer Science
Helsinki Institute for Information Technology (HIIT)
Professor (Associate Professor)
Professorship Jung Alexander
I'm interested in the questions of when and how machine learning is possible for a given application.
Full researcher profile
https://research.aalto.fi/...
Email
alex.jung@aalto.fi
Phone number
+358504657070
Areas of expertise
Machine Learning, machine learning, statistical learning theory, Information theory, statistics, Probability theory, convex optimization, distributed algorithms, network science, Explainable AI, 213 Electronic, automation and communications engineering, electronics, 112 Statistics and probability, 1 Natural sciences, 111 Mathematics, Signal processing, Statistics, Applied mathematics, Computational data analysis, Theoretical computer science
Research groups
- Helsinki Institute for Information Technology (HIIT)
- Computer Science Professors, Professor (Associate Professor)
- Computer Science - Artificial Intelligence and Machine Learning (AIML) - Research area, Professor (Associate Professor)
- Computer Science - Large-scale Computing and Data Analysis (LSCA) - Research area, Professor (Associate Professor)
- Professorship Jung Alexander, Professor (Associate Professor)
Publications
Engineering Trustworthy AI : A Developer Guide for Empirical Risk Minimization
Diana Pfau, Alex Jung
2024
Explainable empirical risk minimization
Linli Zhang, Georgios Karakasidis, Arina Odnoblyudova, Leyla Dogruel, Yu Tian, Alex Jung
2024
Neural Computing and Applications
Clustered Federated Learning via Generalized Total Variation Minimization
Yasmin SarcheshmehPour, Yu Tian, Linli Zhang, Alexander Jung
2023
IEEE Transactions on Signal Processing
Machine Learning
Alex Jung
2022