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
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, Computational data analysis, Statistics, Applied mathematics
Honors and awards
Amazon Machine Learning Research Award
Award or honor granted for a specific work
Professorship Jung Alexander
Jan 2018
Promotio Sub Auspiciis Res Publicae
highest academic distinction in Austria
Award or honor granted for academic or artistic career
Professorship Jung Alexander
Jun 2012
Best Student Paper Award
Award or honor granted for a specific work
Professorship Jung Alexander
May 2011
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
Wilhelmiina Hämäläinen, Jan-Mikael Rybicki, Lauri Malmi, Alex Jung, Kerttu Pollari-Malmi
2025
ICBDE '24: Proceedings of the 2024 7th International Conference on Big Data and Education
Alexander Jung
2024
32nd European Signal Processing Conference, EUSIPCO 2024 - Proceedings
Alex Jung
2024
Alex Jung, Konstantina Olioumtsevits
2024
Diana Pfau, Alex Jung
2024
Jun Yang, Pia Fricker, Alexander Jung
2024
Computers, Environment and Urban Systems
Linli Zhang, Georgios Karakasidis, Arina Odnoblyudova, Leyla Dogruel, Yu Tian, Alex Jung
2024
Neural Computing and Applications
Moloud Abdar, Mohammad Amin Fahami, Leonardo Rundo, Petia Radeva, Alejandro Frangi, U. Rajendra Acharya, Abbas Khosravi, H. K. Lam, Alexander Jung, Saeid Nahavandi
2023
IEEE Transactions on Industrial Informatics
Daniel Gutierrez-Rojas, Arun Narayanan, Cássia R. Santos Nunes Almeida, Gustavo M. Almeida, Diana Pfau, Yu Tian, Xu Yang, Alex Jung, Pedro H.J. Nardelli
2023
iScience
A. Jung, S. Abdurakhmanova, O. Kuznetsova, Y. Sarcheshmehpour
2023
31st European Signal Processing Conference, EUSIPCO 2023 - Proceedings
Reza Mirzaeifard, Naveen K.D. Venkategowda, Alexander Jung, Stefan Werner
2023
2023 Asia Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2023
Yasmin SarcheshmehPour, Yu Tian, Linli Zhang, Alexander Jung
2023
IEEE Transactions on Signal Processing
Yasmin SarcheshmehPour, Tommi Ryyppo, Victor Mukherjee, Alex Jung
2023
arXiv.org
Yu Tian, Xu Yang, Irene Schicker, Alexander Jung
2023
X. Yang, Y. Tian, I. Schicker, A. Jung
2023
arXiv.org
Alex Jung
2022
Jinping Sui, Zhen Liu, Li Liu, Alex Jung, Xiang Li
2022
IEEE Transactions on Cybernetics
Jun Yang, Pia Fricker, Alexander Jung
2022
Journal of Digital Landscape Architecture
Dick Carrillo, Duc Lam Nguyen, Pedro Henrique Juliano Nardelli, Evangelos Pournaras, Plinio Morita, Demóstenes Z. Rodriguez, Merim Dzaferagic, Harun Siljak, Alex Jung, Laurent Hébert-Dufresne, Irene Macaluso, Mehar Ullah, Gustavo Fraidenraich, Petar Popovski
2021
Frontiers in Communications and Networks
Dick Carrillo, Lam Duc Nguyen, Pedro H.J. Nardelli, Evangelos Pournaras, Plinio Morita, Demóstenes Z. RodrÃguez, Merim Dzaferagic, Harun Siljak, Alexander Jung, Laurent Hébert-Dufresne, Irene Macaluso, Mehar Ullah, Gustavo Fraidenraich, Petar Popovski
2021
Frontiers in Communications and Networks
Timo Huuhtanen, Antti Lankinen, Alex Jung
2021
28th European Signal Processing Conference, EUSIPCO 2020 - Proceedings
Alexander Jung, Yasmin Sarcheshmehpour
2021
IEEE Signal Processing Letters
Dick Carrillo Melgarejo, Duc-Lam Nguyen, Pedro Nardelli, Evangelos Pournaras, Plinio P. Morita, Demostenes Zegarra Rodriguez, Merim Dzaferagic, Harun Šiljak, Alexander Jung, Laurent Hébert-Dufresne, Irene Macaluso, Mehar Ullah, Gustavo Fraidenraich, Petar Popovski
2021
Y. Sarcheshmehpour, M. Leinonen, A. Jung
2021
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Y. Sarcheshmehpour, Y. Tian, L. Zhang, A. Jung
2021
55th Asilomar Conference on Signals, Systems and Computers, ACSSC 2021
Roope Tervo, Ilona Láng, Alexander Jung, Antti Mäkelä
2021
Natural Hazards and Earth System Sciences
Henrik Cao, Riku Sarlin, Alex Jung
2020
IEEE Access
Timo Huuhtanen, Alex Jung
2020
Proceedings of the 2020 IEEE 30th International Workshop on Machine Learning for Signal Processing, MLSP 2020
Alex Jung, Pedro H. J. Nardelli
2020
IEEE Signal Processing Letters
Alexander Jung
2020
Conference Record of the 54th Asilomar Conference on Signals, Systems and Computers, ACSSC 2020
Alexander Jung
2020
IEEE Access
Alex Jung
2020
IEEE Signal Processing Letters
Nguyen Tran, Henrik Ambos, Alexander Jung
2020
2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings
Nguyen Tran, Oleksii Abramenko, Alexander Jung
2020
IEEE Transactions on Signal Processing
O. Abramenko, A. Jung
2019
44th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019; Brighton; United Kingdom; 12-17 May 2019 : Proceedings
Henrik Ambos, Nguyen Tran, Alexander Jung
2019
2018 CONFERENCE RECORD OF 52ND ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS
Markku Hinkka, Teemu Lehto, Keijo Heljanko, Alexander Jung
2019
Business Process Management Workshops - BPM 2018 International Workshops, Revised Papers
Timo Huuhtanen, Henrik Ambos, Alex Jung
2019
EUSIPCO 2019 - 27th European Signal Processing Conference
Alex Jung, Natalia Vesselinova
2019
Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Naha, Okinawa, Japan
Alexander Jung, Nguyen Tran
2019
IEEE Signal Processing Letters
Alex Jung, Alfred Hero, Alexandru Mara, Saeed Basirian Jahromi, Ayelet Heimowitz, Yonina C. Eldar
2019
IEEE Transactions on Signal Processing
Julen Kahles, Juha Torronen, Timo Huuhtanen, Alexander Jung
2019
Proceedings - 2019 IEEE 12th International Conference on Software Testing, Verification and Validation, ICST 2019
J. Sui, Zhen Liu, Li Liu, A. Jung, Tianpeng Liu, Bo Peng, Xiang Li
2019
2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings
Roope Tervo, Joonas Karjalainen, Alexander Jung
2019
IEEE Transactions on Geoscience and Remote Sensing
Menghao Wu, Yanbin Gao, Alexander Jung, Qiang Zhang, Shitong Du
2019
Sensors (Basel, Switzerland)
Buse Gul Atli, Yoan Miche, Alexander Jung
2018
2018 IEEE Statistical Signal Processing Workshop, SSP 2018
Buse Gul Atli, Alex Jung
2018
CoRR
Markku Hinkka, Teemu Lehto, Keijo Heljanko, Alexander Jung
2018
Business Process Management Workshops - BPM 2017 International Workshops, Revised Papers
Madelon Hulsebos, Alexander Jung
2018
2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings
Timo Huuhtanen, Alexander Jung
2018
2018 IEEE Data Science Workshop, DSW 2018 - Proceedings
Alex Jung
2018
Frontiers in Applied Mathematics and Statistics
Alex Jung, Nguyen Tran Quang, Alexandru Mara
2018
Frontiers in Applied Mathematics and Statistics
Alexandru Mara, Alexander Jung
2018
Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017
Luiza Sayfullina, Eric Malmi, Yiping Liao, Alexander Jung
2018
Analysis of Images, Social Networks and Texts: 6th International Conference, AIST 2017, Moscow, Russia, July 27--29, 2017, Revised Selected Papers
Jinping Sui, Zhen Liu, Alex Jung, Li Liu, Xiang Li
2018
IEEE Access
Roope Tervo, Joonas Karjalainen, Alexander Jung
2018
2018 IEEE Data Science Workshop, DSW 2018 - Proceedings
Nguyen Tran, Henrik Ambos, Alexander Jung
2018
2018 IEEE Statistical Signal Processing Workshop, SSP 2018
Nguyen Q. Tran, Alexander Jung
2018
2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings
Saeed Basirian, Alexander Jung
2017
2017 12th International Conference on Sampling Theory and Applications, SampTA 2017
Gita Babazadeh Eslamlou, Alexander Jung, Norbert Goertz
2017
2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings
Gabor Hannak, Peter Berger, Gerald Matz, Alex Jung
2017
Conference Record of the 50th Asilomar Conference on Signals, Systems and Computers, ACSSC 2016
Alexander Jung
2017
Frontiers in Applied Mathematics and Statistics
Alexander Jung, Holger Rauhut, Sergiy Vorobyov
2017
Frontiers in Applied Mathematics and Statistics
Alexander Jung, Ayelet Heimowitz, Yonina C. Eldar
2017
2017 12th International Conference on Sampling Theory and Applications, SampTA 2017
Nguyen Tran Quang, Alexander Jung
2017
2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings
Nguyen Tran Quang, Saeed Basirian Jahromi, Alex Jung
2017
Gita Babazadeh Eslamlou, Alex Jung, Norbert Goertz, Mehdi Fereydooni
2016
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Alexander Jung, Yonina C. Eldar, Norbert Görtz
2016
IEEE Transactions on Information Theory
Alex Jung, Peter Berger, Gabor Hannak, Gerald Matz
2016
SPAWC 2016 - 17th IEEE International Workshop on Signal Processing Advances in Wireless Communications
Gabor Hannak, Martin Mayer, Alexander Jung, Gerald Matz, Norbert Goertz
2015
2015 IEEE International Conference on Communication Workshop, ICCW 2015
A. Jung, G. Hannak, N. Goertz
2015
IEEE Signal Processing Letters
Alexander Jung
2015
IEEE Transactions on Signal Processing
Norbert Goertz, Chunli Guo, Alexander Jung, Mike E. Davies, Gerhard Doblinger
2014
IEEE Signal Processing Letters
Gabor Hannak, Alexander Jung, Norbert Goertz
2014
2014 Proceedings of the 22nd European Signal Processing Conference, EUSIPCO 2014
Alexander Jung, Reinhard Heckel, Helmut Bolcskei, Franz Hlawatsch
2014
2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014
Alexander Jung, Sebastian Schmutzhard, Franz Hlawatsch, Zvika Ben-Haim, Yonina C. Eldar
2014
IEEE Transactions on Information Theory
Alexander Jung, Yonina C. Eldar, Norbert Görtz
2014
2014 Proceedings of the 22nd European Signal Processing Conference, EUSIPCO 2014
Alexander Jung, Sebastian Schmutzhard, Franz Hlawatsch
2014
IEEE Transactions on Information Theory
Alexander Jung, Sebastian Schmutzhard, Franz Hlawatsch, Alfred O. Hero
2011
2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011 - Proceedings
Alexander Jung, Zvika Ben-Haim, Franz Hlawatsch, Yonina C. Eldar
2011
IEEE Transactions on Information Theory
Sebastian Schmutzhard, Alexander Jung, Franz Hlawatsch
2011
2011 IEEE International Symposium on Information Theory Proceedings, ISIT 2011
Alexander Junga, Zvika Ben-Haimb, Franz Hlawatscha, Yonina C. Eldarb
2010
2010 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2010 - Proceedings
Sebastian Schmutzhard, Alexander Jung, Franz Hlawatsch, Zvika Ben-Haim, Yonina C. Eldar
2010
Conference Record of the 44th Asilomar Conference on Signals, Systems and Computers, Asilomar 2010
Alexander Jung, Georg Tauböck, Franz Hlawatsch
2009
2009 IEEE/SP 15th Workshop on Statistical Signal Processing, SSP '09
Alexander Jung, Georg Tauböck, Franz Hlawatsch
2009
2009 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings, ICASSP 2009