Alex Jung
Department of Computer Science

Alex Jung

Assistant Professor

Contact information

Postal address
Konemiehentie 2
Mobile phone
+358504657070
Full researcher profile
https://research.aalto.fi/...

Description

I'm interested in the questions of when and how machine learning is possible for a given application.

Areas of expertise

statistical learning theory compressed sensing big data complex networks convex optimization graphical models distributed algorithms information theory dimensionality reduction statistical physics

Honors and awards

Award or honor granted for a specific work
Professorship Jung A.
May 2011

Best Student Paper Award

Award or honor granted for academic career
Professorship Jung A.
Jun 2012

Promotio Sub Auspiciis Res Publicae highest academic distinction in Austria

Award or honor granted for a specific work
Professorship Jung A.
Jan 2018

Amazon Machine Learning Research Award

Research groups

Professorship Jung A., Assistant Professor
Helsinki Institute for Information Technology HIIT

Publications

Helsinki Institute for Information Technology HIIT, Professorship Jung A., Department of Computer Science

Short-Term Prediction of Electricity Outages Caused by Convective Storms

Publishing year: 2019 IEEE Transactions on Geoscience and Remote Sensing
Helsinki Institute for Information Technology HIIT, Professorship Jung A., Department of Computer Science

Localized Linear Regression in Networked Data

Publishing year: 2019 IEEE Signal Processing Letters
Department of Computer Science, Professorship Jung A., Helsinki Institute for Information Technology HIIT

Graph Signal Sampling via Reinforcement Learning

Publishing year: 2019 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings
Department of Computer Science, Professorship Jung A., Helsinki Institute for Information Technology HIIT

Sparse Subspace Clustering for Evolving Data Streams

Publishing year: 2019 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings
Department of Computer Science, Professorship Jung A., Helsinki Institute for Information Technology HIIT

Automating Root Cause Analysis via Machine Learning in Agile Software Testing Environments

Publishing year: 2019 Proceedings - 2019 IEEE 12th International Conference on Software Testing, Verification and Validation, ICST 2019
Department of Computer Science, Helsinki Institute for Information Technology HIIT, Professorship Jung A.

The Actor-Dueling-Critic Method for Reinforcement Learning

Publishing year: 2019 Sensors (Basel, Switzerland)
Department of Computer Science, Professorship Jung A., Helsinki Institute for Information Technology HIIT

Classifying Big Data over Networks Via the Logistic Network Lasso

Publishing year: 2019 Conference Record of the 52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018
Department of Computer Science, Professorship Heljanko K., Helsinki Institute for Information Technology HIIT, Professorship Jung A.

Classifying Process Instances Using Recurrent Neural Networks

Publishing year: 2019 Business Process Management Workshops - BPM 2018 International Workshops, Revised Papers
Professorship Jung A., Department of Computer Science, Helsinki Institute for Information Technology HIIT

Analysis of Network Lasso for Semi-Supervised Regression

Publishing year: 2019 Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Naha, Okinawa, Japan
Department of Computer Science, Professorship Jung A., Helsinki Institute for Information Technology HIIT

The network nullspace property for compressed sensing of big data over networks

Publishing year: 2018 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings