Universität Bonn

Trimester Program: "Mathematics of Signal Processing"


January 4 - April 22, 2016

Organizers: Massimo Fornasier, Mauro Maggioni, Holger Rauhut, Thomas Strohmer

Description: Signal processing has been a constant source for interesting and challenging mathematical problems over the last decades, often leading to new ideas and directions in mathematics. Corresponding mathematical techniques draw from various areas including harmonic analysis, approximation theory, convex optimization, random matrix theory, numerical analysis and graph theory. The mathematical developments have led to significant impact for various practical signal processing applications. This trimester program aimed at bringing together leading experts in the field, exploring new directions and fostering international collaborations.

Topics of the program included compressive sensing, low rank matrix recovery, time-frequency analysis, frame theory, sampling, quantization, graphs in signal processing, high-dimensional signal processing and signal processing applications.

Associated Events: 

  • Winter School on Advances in Mathematics of Signal Processing (January 11-15)
  • Workshop on Low Complexity Models in Signal Processing (February 15-19)
  • Workshop on Finite Weyl-Heisenberg Groups in mathematics, quantum physics, and engineering (Feburary 22-24)
  • Workshop on Harmonic Analysis, Graphs and Learning (March 14-18)

Publications

No. Author(s) Title Preprint Publication
2016a01 Bongini, M.; Fornasier, M.; Hansen, M.; Maggioni, M. Inferring interaction rules from observations of evolutive systems I: the variational approach 1602.00342 Mathematical Models and Methods in Applied Sciences. 27(5).
https://doi.org/10.1142/S0218202517500208
2016a02 Aldroubi, A.; Cabrelli, C.; Çakmak, A. F.; Molter, U.; Petrosyan, A. Iterative actions of normal operators 1602.04527 Journal of Functional Analysis. 272(3) (2017), 1121-1146.
https://doi.org/10.1016/j.jfa.2016.10.027
2016a03 Karabash, I. M.; Prestin, J. Recovery of periodicities hidden in heavy-tailed noise 1512.08732 Mathematische Nachrichten. 291(1) (2018), 3-214.
https://doi.org/10.1002/mana.201600361
2016a04 Rauhut, H.; Schneider, R.; Stojanac, Ž. Low rank tensor recovery via iterative hard thresholding 1602.05217 Linear Algebra and its Applications. 523 (2017), 220-262.
https://doi.org/10.1016/j.laa.2017.02.028
2016a05 Boche, H.; Tampubolon, E. Mathematics of signal design for communication systems   European Mathematical Society (EMS). (2016), 185–220.
https://doi.org/10.4171/164-1/12
2016a06 Boche, H.; Mönich, U. J. Banach-Steinhaus theory revisited: lineability and spaceability   Journal of Approximation Theory. 213 (2017), 50-69.
https://doi.org/10.1016/j.jat.2016.10.002
2016a07 Boche, H.; Mönich, U. J. Spaceability for sets of bandlimited input functions and stable linear time-invariant systems with divergence behavior pdf  Probl Inf Transm. 53 (2017), 164–182.
https://doi.org/10.1134/S0032946017020053
2016a08 Aceska, R.; Bouchot, J.-L.; Li, S. Local sparsity and recovery of fusion frames structured signals 1604.00424  Signal Processing. 174 (2020).
https://doi.org/10.1016/j.sigpro.2020.107615
2016a09 Bouchot, J.-L.; Hamm, K. Stability and robustness of RBF interpolation 1603.05168 STSIP. 16 (2017), 37–53.
https://doi.org/10.1007/BF03549606
2016a10 Alberti, G. S.; Dahlke, S.; De Mari, F.; De Vito, E.; Führ, H. Recent progress in shearlet theory: systematic construction of shearlet dilation groups, characterization of wavefront sets, and new embeddings 1605.02873 Frames and Other Bases in Abstract and Function Spaces.
https://doi.org/10.1007/978-3-319-55550-8_7
2016a11 Küng, R.; Jung, P. Robust nonnegative sparse recovery and the nullspace property of 0/1 measurements 1603.07997 IEEE Transactions on Information Theory. 64(2) (2018), 689-703.
https://doi.org/10.1109/TIT.2017.2746620
2016a12 Alberti, G. S.; Ammari, H.; Jin, B.; Seo, J.-K.; Zhang, W. The linearized inverse problem in multifrequency electrical impedance tomography 1602.04312 SIAM Journal on Imaging Sciences. 9(4) (2016), 1525-2098.
https://doi.org/10.1137/16M1061564
2016a13 Täufer, M.; Veselić, I. Wegner estimate for Landau-breather Hamiltonians 1607.00187 J. Math. Phys. 57(7) (2016).
https://doi.org/10.1063/1.4955029
2016a14 Franklin, D. J.; Hogan, J. A.; Larkin, K. G. Hardy, Paley-Wiener and Bernstein spaces in Clifford analysis   Complex Variables and Elliptic Equations. 62(9), 1314–1328.
https://doi.org/10.1080/17476933.2016.1250411
2016a15 Bouchot, J.-L.; Rauhut, H.; Schwab, C. Multi-level compressed sensing Petrov-Galerkin discretization of high-dimensional parametric PDEs 1701.01671  
2016a16 Iwen, M. A.; Preskitt, B.; Saab, R.; Viswanathan, A. Phase retrieval from local measurements: improved robustness via eigenvector-based angular synchronization 1612.01182 Applied and Computational Harmonic Analysis. 48(1) (2020), 415-444.
https://doi.org/10.1016/j.acha.2018.06.004
2016a17 Temlyakov, V.; Tikhonov, S. Remez-type inequalities for the hyperbolic cross polynomials 1606.03773  
2016a18 Küng, R.; Zhu, H.; Gross, D. Low rank matrix recovery from Clifford orbits 1610.08070  
2016a19 Küng, R.; Zhu, H.; Gross, D. Distinguishing quantum states using Clifford orbits 1609.08595  
2016a20 Zhu, H.; Küng, R.; Grassl, M.; Gross, D. The Clifford group fails gracefully to be a unitary 4-design 1609.08172  
2016a21 Kliesch, M.; Küng, R.; Eisert, J.; Gross, D. Improving compressed sensing with the diamond norm 1511.01513 IEEE Transactions on Information Theory. 62(12) (2016), 7445-7463.
https://doi.org/10.1109/TIT.2016.2606500
2016a22 Jüstel, D. The Zak transform on strongly proper G-spaces and its applications 1605.05168 Journal of the London Mathematical Society. 97(1) (2018), 1-124.
https://doi.org/10.1112/jlms.12097
2016a23 Egidi, M.; Veselic, I. Scale-free unique continuation estimates and Logvinenko-Sereda theorems on the torus 1609.07020  Ann. Henri Poincaré. 21 (2020), 3757–3790.
https://doi.org/10.1007/s00023-020-00957-7
2016a24 Lederman, R. R.; Singer, A. A representation theory perspective on simultaneous alignment and classification 1607.03464  Applied and Computational Harmonic Analysis. 49(3) (2020), 1001-1024.
https://doi.org/10.1016/j.acha.2019.05.005
2016a25 Charina, M.; Donatelli, M.; Romani, L.; Turati, V. Multigrid methods: grid transfer operators and subdivision schemes 1608.03524 Linear Algebra and its Applications. 520 (2017), 151-190.
https://doi.org/10.1016/j.laa.2016.12.025
2016a26 Xian, Y.; Pu, Y.; Gan, Z.; Lu, L.; Thompson, A. Adaptive DCTNet for audio signal classification 1612.04028 ICASSP. (2017), 3999-4003.
https://doi.org/10.1109/ICASSP.2017.7952907
2016a27 Aletti, G.; Moroni, M.; Naldi, G. A new nonlocal nonlinear diffusion equation for image denoising and data analysis 1707.06396  
2016a28 Ghaani Farashahi, A. Square-integrability of multivariate metaplectic wave-packet representations   J. Phys. A: Math. Theor. 50(11) (2017).
https://doi.org/10.1088/1751-8121/aa5c08
2016a29 Ghaani Farashahi, A. Square-integrability of metaplectic wave-packet representations on L2(R)   Journal of Mathematical Analysis and Applications. 449(1) (2017), 769-792.
https://doi.org/10.1016/j.jmaa.2016.12.033
2016a30 Pfander, G. E.; Salanevich, P. Robust phase retrieval algorithm for time-frequency structured measurements 1611.02540 SIAM Journal on Imaging Sciences. 12(2) (2019), 671-1273.
https://doi.org/10.1137/18M1205522
2016a31 Feng, J.-M.; Krahmer, F.; Saab, R. Quantized compressed sensing for partial random circulant matrices 1702.04711  Applied and Computational Harmonic Analysis. 47(3) (2019), 1014-1032.
https://doi.org/10.1016/j.acha.2019.03.004
2016a32 Rauhut, H.; Stojanac, Ž. Tensor theta norms and low rank recovery 1505.05175  Numer Algor. 88 (2021), 25–66.
https://doi.org/10.1007/s11075-020-01029-x
2016a33 Walk, P.; Jung, P.; Pfander, G. E.; Hassibi, B. Blind deconvolution with additional autocorrelations via convex programs 1701.04890  
2016a34 Feichtinger, H. G.; Voigtlaender, F. From Frazier-Jawerth characterizations of Besov spaces to wavelets and decomposition spaces 1606.04924 Contemporary Mathematics. 693 (2017).
https://doi.org/10.1090/conm/693
2016a35 Kümmerle, C.; Sigl, J. Harmonic mean iteratively reweighted least squares for low-rank matrix recovery 1703.05038 Journal of Machine Learning Research. 19(47) (2018), 1-49.
http://jmlr.org/papers/v19/17-244.html
2016a36 Sandbichler, M.; Schnass, K. Sequential learning of analysis operators 1704.00227  
2016a37 Krahmer, F.; Kruschel, C.; Sandbichler, M. Total variation minimization in compressed sensing 1704.02105 Compressed Sensing and its Applications.
https://doi.org/10.1007/978-3-319-69802-1_11
2016a38 Jung, P.; Krahmer, F.; Stöger, D. Blind demixing and deconvolution at near-optimal rate 1704.04178 IEEE. 64(2) (2018), 704-727.
https://doi.org/10.1109/TIT.2017.2784481
2016a39 King, E. J.; Murphy, J. M. A theoretical guarantee for data completion via geometric separation 1705.10745 PAMM · Proc. Appl. Math. Mech. 17 (2017), 833-834.
https://doi.org/10.1002/pamm.201710384
2016a40 Gröchenig, K.; Rottensteiner, D. Orthonormal bases in the orbit of square-integrable representations of nilpotent Lie groups 1706.06034 Journal of Functional Analysis. 275(12) (2018), 3338-3379.
https://doi.org/10.1016/j.jfa.2018.06.011
2016a41 Mendelson, S.; Rauhut, H.; Ward, R. Improved bounds for sparse recovery from subsampled random convolutions 1610.04983 Ann. Appl. Probab. 28(6) (2018), 3491-3527.
https://doi.org/10.1214/18-AAP1391

Participants

Name Affiliation
Luis Daniel Abreu Austrian Academy of Sciences
Ben Adcock Simon Fraser University
Giacomo Albi Technische Universität München
Akram Aldroubi Vanderbilt University
Radu Balan University of Maryland
Afonso Bandeira Massachusetts Institute of Technology
Daurenbek Bazarkhanov Institute of Mathematics & Math Modeling
Davide Bianchi Università degli Studi dell'Insubria
Holger Boche Technische Universität München
Mattia Bongini Technische Universität München
Jean-Luc Bouchot RWTH Aachen University
Jean-Luc Bouchot RWTH Aachen University
Claire Boyer Institut de Mathématiques de Toulouse (IMT)
Björn Bringmann Technische Universität München
Simone Brugiapaglia Politecnico di Milano
Tatiana Alessandra Bubba University of Ferrara
Alessandro Buccini Università degli Studi dell'Insubria
Aurelien Bustin Technische Universität München
Helmut Bölcskei ETH Zurich
Diana Carbajal University of Buenos Aires
Enrico Cecini Università degli Studi di Genova
Maria Charina University of Vienna
Yutong Chen Princeton University
Antonio Cicone Università degli Studi dell'Aquila
Alexander Cloninger Yale University
Albert Cohen Université Pierre et Marie Curie
Augustin Cosse University of Chicago
Stephan Dahlke Philipps-Universität Marburg
Christine De Mol Université Libre de Bruxelles
Lars Diening Universität Osnabrück
Sjoerd Dirksen RWTH Aachen University
Sjoerd Dirksen RWTH Aachen University
Marco Donatelli University of Insubria
Hans Georg Feichtinger University of Vienna
Jonathan Fell RWTH Aachen University
Jonathan Fell RWTH Aachen University
Joe-Mei Feng Technische Universität München
Massimo Fornasier Technische Universität München
Simon Foucart University of Georgia
Martin Genzel Technische Universität Berlin
Arash Ghaani Farashahi University of Vienna
Ilaria Giulini INRIA Saclay
Rémi Gribonval IRISA
Philipp Grohs ETH Zurich
David Gross University of Cologne
Karlheinz Gröchenig Universität Wien
Karlheinz Gröchenig Universität Wien
Markus Hansen Technische Universität München
Jeff Hogan University of Newcastle
Thang Huynh New York University
Mark Iwen Michigan State University
Mads Sielemann Jakobsen Technical University of Denmark
David James University of Göttingen
Bangti Jin University College London
Hans Christian Jung RWTH Aachen
Peter Jung Technische Universität Berlin
Dominik Jüstel Technische Universität München
Maryia Kabanava RWTH Aachen University
Illia Karabash University of Lübeck
Michael Kech Technische Universität München
Sandra Keiper Technische Universität Berlin
Pavel Kharyuk Lomonosov Moscow State University
Eunji Kim Ulsan National Institute of Science and Technology (UNIST)
Emily King Universität Bremen
Anton Kolleck Technische Universität Berlin
Felix Krahmer Technische Universität München
Sara Krause-Solberg TU München
Gitta Kutyniok Technische Universität Berlin
Christian Kümmerle Technische Universität München
Richard Küng Universität zu Köln
Roy R. Lederman Princeton University
Wenjing Liao Duke University
Shuyang Ling University of California, Davis
Franz Luef Norwegian University of Science and Technology
Mauro Maggioni Duke University
Johannes Maly TU München
Shahar Mendelson Technion
James Murphy University of Maryland / Duke University
Giovanni Naldi Università degli studi di Milano
Valeriya Naumova Simula Research Laboratory AS
Tom Needham University of Georgia
Ivan Oseledets Skolkovo Institute of Science and Technology
Benoît Pairet Université Catholique de Louvain
Alain Pajor University of Paris-Est Marne la Vallée
Grigorios Paouris Texas A&M University
Gabriel Peyré Ceremade, Université Paris-Dauphine
Götz Pfander Jacobs University
Maksim Rakhuba Moscow Institute of Physics and Technology
Holger Rauhut RWTH Aachen
Rafael Reisenhofer University of Bremen
Lorenzo Rosasco University of Genova and Massachusetts Institute of Technology
Rayan Saab University of California, San Diego
Palina Salanevich Jacobs University Bremen
Michael Sandbichler University of Innsbruck
Karin Schnass University of Innsbruck
Juliane Sigl Technische Universität München
Mahdi Soltanolkotabi University of Southern California
Suvrit Sra Massachusetts Institute of Technology
Gabriele Steidl TU Kaiserslautern
Zeljka Stojanac RWTH Aachen University
Alexander Stollenwerk RWTH Aachen University
Thomas Strohmer UC Davis
Joachim Stöckler Technische Universität Dortmund
Dominik Stöger TU München
Ezra Tampubolon Technische Universität München
Vladimir Temlyakov University of South Carolina
Ulrich Terstiege RWTH Aachen University
Sergey Tikhonov ICREA and Centre de Recerca Matemàtica
Bruno Torresani Aix-Marseille Université
Joel Tropp Caltech
Ville Turunen Aalto University
Frank Vallentin Universität zu Köln
Ivan Veselic TU Chemnitz
Jan Vybiral Charles University
Philipp Walk California Institute of Technology
Rachel Ward University of Texas at Austin
Ke Wei University of California, Davis
Yin Xian Duke University
Dongmian Zou University of Maryland, College Park

This list does not include people who only participate in workshops.

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