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Showing results 1-32 of 32

2022
1 Antun, Vegard; Colbrook, Matthew; Hansen, Anders Christian.
Mathematical paradoxes unearth the boundaries of AI. TheScienceBreaker 2022
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2 Antun, Vegard; Colbrook, Matthew J.; Hansen, Anders Christian.
Proving existence is not enough: Mathematical paradoxes unravel the limits of neural networks in AI. SIAM News 2022 ;Volume 55.(4) p. 1-4
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3 Colbrook, Matthew J.; Antun, Vegard; Hansen, Anders Christian.
The difficulty of computing stable and accurate neural networks: On the barriers of deep learning and Smale's 18th problem. Proceedings of the National Academy of Sciences of the United States of America 2022 ;Volume 119.(12) p. -
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2021
4 Adcock, Ben; Antun, Vegard; Hansen, Anders Christian.
Uniform recovery in infinite-dimensional compressed sensing and applications to structured binary sampling. Applied and Computational Harmonic Analysis 2021 ;Volume 55. p. 1-40
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5 Adcock, Ben; Hansen, Anders Christian.
Compressive Imaging: Structure, Sampling, Learning. Cambridge University Press 2021 (ISBN 978-1-108-42161-4) 613 p.
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6 Antun, Vegard; Gottschling, Nina; Hansen, Anders Christian; Adcock, Ben.
Deep learning in scientific computing: Understanding the instability mystery. SIAM News 2021 ;Volume 54.(2) p. 3-5
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2020
7 Antun, Vegard; Renna, Francesco; Poon, Clarice; Adcock, Ben; Hansen, Anders Christian.
On instabilities of deep learning in image reconstruction and the potential costs of AI. Proceedings of the National Academy of Sciences of the United States of America 2020 ;Volume 117.(48) p. 30088-30095
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8 Hansen, Anders Christian; Roman, Bogdan.
Structure and Optimisation in Computational Harmonic Analysis: On Key Aspects in Sparse Regularisation. Springer Nature 2020 (ISBN 978-3-030-61886-5) 50 p. Springer Optimization and Its Applications(1)
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9 Schoormans, Jasper; Strijkers, Gustav J.; Hansen, Anders Christian; Nederveen, Aart; Coolen, Bram.
Compressed sensing MRI with variable density averaging (CS-VDA) outperforms full sampling at low SNR. Physics in Medicine and Biology 2020
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2019
10 Colbrook, Matthew; Bogdan, Roman; Hansen, Anders Christian.
How to compute spectra with error control. Physical Review Letters 2019 ;Volume 122.(25) p. -
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11 Colbrook, Matthew; Hansen, Anders Christian.
On the infinite-dimensional QR algorithm. Numerische Mathematik 2019 ;Volume 143. p. 17-83
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12 Hansen, Anders Christian; Calderbank, Robert; Roman, Bogdan; Thesing, Laura.
On Reconstructing Functions from Binary Measurements. Birkhäuser Verlag 2019 (ISBN 978-3-319-73073-8) 33 p. Applied and Numerical Harmonic Analysis (ANHA)(1)
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2018
13 Hansen, Anders Christian; Thesing, L.
On the stable sampling rate for binary measurements and wavelet reconstruction. Applied and Computational Harmonic Analysis 2018 p. 1-25
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14 Thesing, Laura; Hansen, Anders Christian.
Linear reconstructions and the analysis of the stable sampling rate. Sampling Theory in Signal and Image Processing 2018 ;Volume 17. p. 103-126
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2017
15 Adcock, Ben; Hansen, Anders Christian; Poon, Clarice; Roman, Bogdan.
Breaking the coherence barrier: A new theory for compressed sensing. Forum of Mathematics, Sigma 2017 ;Volume 5. p. 1-84
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16 Bastounis, Alexander; Adcock, Ben; Hansen, Anders Christian.
From Global to Local: Getting More from Compressed Sensing. SIAM News 2017
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17 Bastounis, Alexander; Hansen, Anders Christian.
On the absence of uniform recovery in many real-world applications of compressed sensing and the restricted isometry property and nullspace property in levels. SIAM Journal of Imaging Sciences 2017 ;Volume 10.(1) p. 335-371
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18 Hansen, Anders Christian; Nevanlinna, Olavi.
Complexity issues in computing spectra, pseudospectra and resolvents. Banach Center Publications 2017
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19 Hansen, Anders Christian; Thesing, Laura.
Sampling from binary measurements - on reconstructions from Walsh coefficients. 2017 International Conference on Sampling Theory and Applications (SampTA); 2017-07-08 - 2017-07-12
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2016
20 Adcock, Ben; Gataric, Milana; Hansen, Anders Christian.
Density Theorems for Nonuniform Sampling of Bandlimited Functions Using Derivatives or Bunched Measurements. Journal of Fourier Analysis and Applications 2016 p. 1-37
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21 Adcock, Ben; Gataric, Milana; Hansen, Anders Christian.
Weighted frames of exponentials and stable recovery of multidimensional functions from nonuniform Fourier samples. Applied and Computational Harmonic Analysis 2016 ;Volume 42.(3) p. 508-535
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22 Adcock, Ben; Hansen, Anders Christian; Roman, Bogdan.
A note on compressed sensing of structured sparse wavelet coefficients from subsampled Fourier measurements. IEEE Signal Processing Letters 2016 ;Volume 23.(5) p. 732-736
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23 Jones, Alexander Daniel; Adcock, Ben; Hansen, Anders Christian.
On asymptotic incoherence and its implications for compressed sensing of inverse problems. IEEE Transactions on Information Theory 2016 ;Volume 62.(2) p. 1020-1037
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24 Jones, Alexander Daniel; Tamtogl, Anton; Calvo-Almaz, Irene; Hansen, Anders Christian.
Continuous compressed sensing of inelastic and quasielastic Helium Atom Scattering spectra. Scientific Reports 2016 p. 1-11
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2015
25 Adcock, Ben; Gataric, Milana; Hansen, Anders Christian.
Recovering piecewise smooth functions from nonuniform Fourier measurements. Lecture Notes in Computational Science and Engineering 2015 ;Volume 106. p. 117-125
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26 Adcock, Ben; Hansen, Anders Christian.
Generalized Sampling and Infinite Dimensional Compressed Sensing. Foundations of Computational Mathematics 2015
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27 Adcock, Ben; Hansen, Anders Christian.
Generalized sampling and the stable and accurate reconstruction of piecewise analytic functions from their Fourier coefficients. Mathematics of Computation 2015 ;Volume 84.(291) p. 237-270
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28 Adcock, Ben; Hansen, Anders Christian; Gataric, Milana.
Stable nonuniform sampling with weighted Fourier frames and recovery in arbitrary spaces. IEEE conference proceedings 2015 (ISBN 978-1-4673-7353-1) 587 p.
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29 Adcock, Ben; Hansen, Anders Christian; Kutyniok, Gitta; Ma, Jackie.
Linear stable sampling rate: Optimality of 2D wavelet reconstructions from Fourier measurements. SIAM Journal on Mathematical Analysis 2015 ;Volume 47.(2) p. 1196-1233
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30 Adcock, Ben; Hansen, Anders Christian; Roman, Bogdan.
The Quest for Optimal Sampling: Computationally Efficient, Structure-Exploiting Measurements for Compressed Sensing. Birkhäuser Verlag 2015 (ISBN 978-3-319-16042-9) 468 p.
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31 Bastounis, Alexander; Hansen, Anders Christian.
On random and deterministic compressed sensing and the Restricted Isometry Property in levels. IEEE conference proceedings 2015 (ISBN 978-1-4673-7353-1) 587 p.
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32 Ben-Artzi, Jonathan; Hansen, Anders Christian; Nevanlinna, Olavi; Seidel, Markus.
New barriers in complexity theory: On the solvability complexity index and the towers of algorithms. Comptes rendus. Mathematique 2015 ;Volume 353.(10) p. 931-936
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