Alexander Jung

Associate Professor, Computer Science, Aalto University

Joined

July 2019

Names

Alexander Jung

Emails

****@aalto.fi (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Associate Professor

Computer Science, Aalto University (aalto.fi)

2023 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

graph-based methods

semi-supervised learning

federated learning

distributed optimization

Present

trustworthy AI

robustness

explainability

interpretability

Present

Publications

Federated Learning: From Theory to Practice
Alexander Jung
- OpenReview Archive Direct Upload
- Readers: Everyone
Clustered Federated Learning via Generalized Total Variation Minimization
Yasmin SarcheshmehPour, Yu Tian, Linli Zhang, Alexander Jung
- OpenReview Archive Direct Upload
- Readers: Everyone
Explainable Empirical Risk Minimization
Linli Zhang, Georgios Karakasidis, Arina Odnoblyudova, Leyla Dogruel, Alexander Jung
- 17 May 2022
- OpenReview Archive Direct Upload
- Readers: Everyone
On the Sample Complexity of Graphical Model Selection From Non-Stationary Samples
Nguyen Q. Tran, Oleksii Abramenko, Alexander Jung
- 2020 (modified: 07 Nov 2022)
- IEEE Trans. Signal Process. 2020
- Readers: Everyone
An Information-Theoretic Approach to Personalized Explainable Machine Learning
Alexander Jung, Pedro H. J. Nardelli
- 2020 (modified: 07 Nov 2022)
- CoRR 2020
- Readers: Everyone
Local Graph Clustering with Network Lasso
Alexander Jung
- 2020 (modified: 07 Nov 2022)
- CoRR 2020
- Readers: Everyone
The Actor-Dueling-Critic Method for Reinforcement Learning
Menghao Wu, Yanbin Gao, Alexander Jung, Qiang Zhang, Shitong Du
- 2019 (modified: 07 Nov 2022)
- Sensors 2019
- Readers: Everyone
Localized Linear Regression in Networked Data
Alexander Jung, Nguyen Q. Tran
- 2019 (modified: 07 Nov 2022)
- IEEE Signal Process. Lett. 2019
- Readers: Everyone
Short-Term Prediction of Electricity Outages Caused by Convective Storms
Roope Tervo, Joonas Karjalainen, Alexander Jung
- 2019 (modified: 07 Nov 2022)
- IEEE Trans. Geosci. Remote. Sens. 2019
- Readers: Everyone
Semi-Supervised Learning in Network-Structured Data via Total Variation Minimization
Alexander Jung, Alfred O. Hero III, Alexandru Mara, Saeed Jahromi, Ayelet Heimowitz, Yonina C. Eldar
- 2019 (modified: 07 Nov 2022)
- IEEE Trans. Signal Process. 2019
- Readers: Everyone

View all 81 publications

Co-Authors

View all 76 co-authors