Publications in Scientific Journals


Authors: Alexander Jung, E389-03; Yonina C. Eldar; Norbert Görtz, E389-03

A. Jung, Y. Eldar, N. Görtz:
"On the Minimax Risk of Dictionary Learning";
IEEE Transactions on Information Theory, 62 (2016), 3; 1501 - 1515.

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Author: Alexander Jung, E389-03

A. Jung:
"Learning the Conditional Independence Structure of Stationary Time Series: A Multitask Learning Approach";
IEEE Transactions on Signal Processing, 63 (2015), 21; 5677 - 5690.

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Authors: Alexander Jung, E389-03; Gabor Hannak, E389-03; Norbert Görtz, E389-03

A. Jung, G. Hannak, N. Görtz:
"Graphical LASSO based Model Selection for Time Series";
IEEE Signal Processing Letters, 22 (2015), 1781 - 1785.

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Authors: Norbert Görtz, E389-03; Chunli Guo, Univ. of Edinburgh; Alexander Jung, E389-03; Mike E- Davies, Univ. of Edinburgh; Gerhard Doblinger, E389-03

N. Görtz, C. Guo, A. Jung, M. E. Davies, G. Doblinger:
"Iterative Recovery of Dense Signals from Incomplete Measurements";
IEEE Signal Processing Letters, 21 (2014), 9; 1059 - 1063.

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Authors: Alexander Jung, E389-03; Sebastian Schmutzhard; Franz Hlawatsch, E389-03

A. Jung, S. Schmutzhard, F. Hlawatsch:
"The RKHS approach to minimum variance estimation revisited: Variance bounds, sufficient statistics, and exponential families";
IEEE Transactions on Information Theory, 60 (2014), 7; 4050 - 4065.

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Authors: Alexander Jung, E389-03; Sebastian Schmutzhard; Franz Hlawatsch, E389-03; Zvika Ben-Haim; Yonina C. Eldar

A. Jung, S. Schmutzhard, F. Hlawatsch, Z. Ben-Haim, Y. Eldar:
"Minimum Variance Estimation of a Sparse Vector Within the Linear Gaussian Model: An RKHS Approach";
IEEE Transactions on Information Theory, 60 (2014), 10; 6555 - 6575.

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Authors: Alexander Jung, E389-03; Georg Tauböck, E389-03; Franz Hlawatsch, E389-03

A. Jung, G. Tauböck, F. Hlawatsch:
"Compressive Spectral Estimation for Nonstationary Random Processes";
IEEE Transactions on Information Theory, 59 (2013), 5; 3117 - 3138.

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Authors: Alexander Jung, E389-03; Zvika Ben-Haim; Franz Hlawatsch, E389-03; Yonina C. Eldar

A. Jung, Z. Ben-Haim, F. Hlawatsch, Y. Eldar:
"Unbiased Estimation of a Sparse Vector in White Gaussian Noise";
IEEE Transactions on Information Theory, 57 (2011), 12; 7856 - 7876.

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Contributions to Proceedings


Authors: Alexander Jung, E389-03; Zvika Ben-Haim; Franz Hlawatsch, E389-03; Yonina C. Eldar

A. Jung, Z. Ben-Haim, F. Hlawatsch, Y. Eldar:
"On Unbiased Estimation Of Sparse Vectors Corrupted By Gaussian Noise";
in: "Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2010)", IEEE Conference Proceedings, 2010, 3990 - 3993.

Authors: Sebastian Schmutzhard; Alexander Jung, E389-03; Franz Hlawatsch, E389-03; Zvika Ben-Haim; Yonina C. Eldar

S. Schmutzhard, A. Jung, F. Hlawatsch, Z. Ben-Haim, Y. Eldar:
"A Lower Bound on the Estimator Variance for the Sparse Linear Model";
in: "Proc. 44th Asilomar Conf. Signals, Systems, Computers", IEEE Conference Proceedings, Pacific Grove, CA, 2010, 1976 - 1980.

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Authors: Alexander Jung, E389-03; Georg Tauböck, E389-03; Franz Hlawatsch, E389-03

A. Jung, G. Tauböck, F. Hlawatsch:
"Compressive Nonstationary Spectral Estimation Using Parsimonious Random Sampling of the Ambiguity Function";
in: "Proc. IEEE SSP-09", IEEE Conference Proceedings, 2009, 642 - 645.

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Authors: Alexander Jung, E389-03; Georg Tauböck, E389-03; Franz Hlawatsch, E389-03

A. Jung, G. Tauböck, F. Hlawatsch:
"Compressive Spectral Estimation For Nonstationary Random Processes";
in: "Proc. IEEE ICASSP 2009", IEEE Conference Proceedings, 2009, 3029 - 3032.

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Talks and Poster Presentations (with Proceedings-Entry)


Authors: Gita Babazadeh Eslamlou, E389-03; Alexander Jung, E389-03; Norbert Görtz, E389-03; Mehdi Fereydooni, E389-02

G. Babazadeh Eslamlou, A. Jung, N. Görtz, M. Fereydooni:
"Graph Signal Recovery From Incomplete And Noisy Information Using Approximate Message Passing";
Talk: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), Shanghai, China; 03-20-2016 - 03-25-2016; in: "41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016)", IEEE, shanghai, China (2016), ISBN: 978-1-4799-9988-0; 6170 - 6174.

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Authors: Gabor Hannak, E389-03; Martin Mayer, E389-03; Alexander Jung, E389-03; Gerald Matz, E389-03; Norbert Görtz, E389-03

G. Hannak, M. Mayer, A. Jung, G. Matz, N. Görtz:
"Joint channel estimation and activity detection for multiuser communication systems";
Talk: IEEE ICC 2015 Workshop on Massive Uncoordinated Access Protocols, London; 06-08-2015 - 06-12-2015; in: "Communication Workshop (ICCW), 2015 IEEE International Conference on", (2015), 2086 - 2091.

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Authors: Gabor Hannak, E389-03; Alexander Jung, E389-03; Norbert Görtz, E389-03

G. Hannak, A. Jung, N. Görtz:
"On the Information-theoretic Limits of Graphical Model Selection for Gaussian Time Series";
Talk: European Signal Processing Conference (EUSIPCO), Lissabon, Portugal; 09-01-2014 - 09-05-2014; in: "Proceedings of the European Signal Processing Conference (EUSIPCO)", (2014), 516 - 520.

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Authors: Alexander Jung, E389-03; Yonina C. Eldar; Norbert Görtz, E389-03

A. Jung, Y. Eldar, N. Görtz:
"Performance Limits of Dictionary Learning for Sparse Coding";
Talk: European Signal Processing Conference (EUSIPCO), Lissabon, Portugal; 09-01-2014 - 09-05-2014; in: "Proceedings of the European Signal Processing Conference (EUSIPCO)", (2014), 765 - 769.

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Authors: Alexander Jung, E389-03; Reinhard Heckel, ETH Zürich; Helmut Bölcskei; Franz Hlawatsch, E389-03

A. Jung, R. Heckel, H. Bölcskei, F. Hlawatsch:
"Compressive nonparametric graphical model selection for time series";
Talk: IEEE International Conference on Speech, Acoustics, and Signal Processing 2014 (ICASSP 2014), Florence, Italy; 05-04-2014 - 05-09-2014; in: "ICASSP", IEEE, (2014), 769 - 773.

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Authors: Sebastian Schmutzhard; Alexander Jung, E389-03; Franz Hlawatsch, E389-03

S. Schmutzhard, A. Jung, F. Hlawatsch:
"Minimum variance estimation for the sparse signal in noise model";
Talk: IEEE International Symposium on Information Theory (ISIT), St.Petersburg, Russische Föderation; 07-31-2011 - 08-05-2011; in: "IEEE Conf. Proceedings", (2011), 124 - 128.

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Authors: Alexander Jung, E389-03; Sebastian Schmutzhard; Franz Hlawatsch, E389-03; Alfred Hero, Univ. Michigan

A. Jung, S. Schmutzhard, F. Hlawatsch, A. Hero:
"Performance bounds for sparse parametric covariance estimation in Gaussian models";
Poster: IEEE Int. Conference on Acoustics, Speech, and Signal Processing (ICASSP), Prag, Tschechische Republik; 05-22-2011 - 05-27-2011; in: "Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2011)", IEEE, (2011), 4156 - 4159.

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Talks and Poster Presentations (without Proceedings-Entry)


Authors: Alexander Jung, E389-03; Reinhard Heckel, ETH Zürich; Helmut Bölcskei; Franz Hlawatsch, E389-03

A. Jung, R. Heckel, H. Bölcskei, F. Hlawatsch:
"Compressive Nonparametric Graphical Model Selection for Time Series: A Multitask Learning Approach";
Poster: Workshop on Statistical Issues in Compressive Sensing, Göttingen (invited); 11-11-2013 - 11-13-2013.

Author: Alexander Jung, E389-03

A. Jung:
"COMPRESSIVE NONPARAMETRIC GRAPHICAL MODEL SELECTION FOR TIME SERIES: A Multitask Learning Approach";
Talk: IDCOM Seminar, Edinburgh (Schottland) (invited); 10-16-2013.

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Doctor's Theses (authored and supervised)


Author: Alexander Jung, E389-03
Other persons involved: Franz Hlawatsch, E389-03; Helmut Bölcskei, E389-03

A. Jung:
"An RKHS Approach to Estimation with Sparsity Constraints";
Supervisor, Reviewer: F. Hlawatsch, H. Bölcskei; E389, 2011; oral examination: 05-06-2011.


Diploma and Master Theses (authored and supervised)


Author: Bernhard Kausl
Other persons involved: Franz Hlawatsch, E389-03; Alexander Jung, E389-03

B. Kausl:
"Channel Aware Inference Based on the Fisher Information";
Supervisor: F. Hlawatsch, A. Jung; E389, 2012; final examination: 11-23-2012.

Author: Alexander Jung, E389-03
Other person involved: Franz Hlawatsch, E389-03

A. Jung:
"Sparsity-based Spectrum Estimators for Nonstationary Random Processes";
Supervisor: F. Hlawatsch; Institut für Nachrichtentechnik und Hochfrequenztechnik, 2008; final examination: 06-12-2008.



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