Alex Jung

Assistant Professor, Koneoppiminen ja data-analyysi at Aalto University School of Business

Schools

  • Aalto University School of Business

Expertise

Links

Biography

Aalto University School of Business

I'm interested in any aspect of machine learning for big data applications. Particular focus is given on sparse models (compressed sensing) and on the effects of constraints on computational complexity and communication requirements of the implemented learning algorithms. Recent work considers the fundamental limits of and practical methods for dictionary learning and graphical model selection for high-dimensional processes.

Peer-reviewed scientific articles

Journal article-refereed, Original research

On the minimax risk of dictionary learning

Jung, Alexander; Eldar, Yonina C.; Görtz, Norbert
2016 in IEEE Transactions on information theory (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 0018-9448

Learning the Conditional Independence Structure of Stationary Time Series: A Multitask Learning Approach

Jung, Alexander
2015 in IEEE TRANSACTIONS ON SIGNAL PROCESSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)
ISSN: 1053-587X

Conference proceedings

Smooth graph signal recovery via efficient Laplacian solvers

Eslamlou, Gita Babazadeh; Jung, Alexander; Goertz, Norbert
2017
ISBN: 9781509041176

Efficient Graph Signal Recovery over Big Networks

Hannak, Gabor; Berger, Peter; Matz, Gerald; Jung, Alex
2017 in Conference Record of the Asilomar Conference on Signals Systems and Computers (IEEE COMPUTER SOCIETY PRESS)
ISBN: 9781538639542
ISSN: 1058-6393

Learning conditional independence structure for high-dimensional uncorrelated vector processes

Quang, Nguyen Tran; Jung, Alexander
2017
ISBN: 9781509041176

Graph signal recovery from incomplete and noisy information using approximate message passing

Eslamlou, Gita Babazadeh; Jung, Alex; Goertz, Norbert; Fereydooni, Mehdi
2016
ISBN: 9781479999880

Scalable graph signal recovery for big data over networks

Jung, Alex; Berger, Peter; Hannak, Gabor; Matz, Gerald
2016
ISBN: 9781509017492

Courses Taught

Read about executive education

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