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Shayan Aziznejad
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Wavelet analysis of the Besov regularity of Lévy white noise
S Aziznejad, J Fageot
Electronic Journal of Probability 25, 1-38, 2020
192020
Deep neural networks with trainable activations and controlled Lipschitz constant
S Aziznejad, H Gupta, J Campos, M Unser
IEEE Transactions on Signal Processing 68, 4688-4699, 2020
172020
Learning activation functions in deep (spline) neural networks
P Bohra, J Campos, H Gupta, S Aziznejad, M Unser
IEEE Open Journal of Signal Processing 1, 295-309, 2020
142020
Hybrid-spline dictionaries for continuous-domain inverse problems
T Debarre, S Aziznejad, M Unser
IEEE Transactions on Signal Processing 67 (22), 5824-5836, 2019
142019
Multikernel regression with sparsity constraint
S Aziznejad, M Unser
SIAM Journal on Mathematics of Data Science 3 (1), 201-224, 2021
8*2021
Support and approximation properties of Hermite splines
J Fageot, S Aziznejad, M Unser, V Uhlmann
Journal of Computational and Applied Mathematics 368, 112503, 2020
72020
Convex optimization in sums of Banach spaces
M Unser, S Aziznejad
Applied and Computational Harmonic Analysis 56, 1-25, 2022
52022
Generating sparse stochastic processes using matched splines
L Dadi, S Aziznejad, M Unser
IEEE Transactions on Signal Processing 68, 4397-4406, 2020
32020
Deep spline networks with control of Lipschitz regularity
S Aziznejad, M Unser
ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019
32019
Continuous-domain formulation of inverse problems for composite sparse-plus-smooth signals
T Debarre, S Aziznejad, M Unser
IEEE Open Journal of Signal Processing 2, 545-558, 2021
22021
Coupled Splines for Sparse Curve Fitting
ILL Jover, T Debarre, S Aziznejad, M Unser
arXiv preprint arXiv:2202.01641, 2022
12022
The Wavelet Compressibility of Compound Poisson Processes
S Aziznejad, J Fageot
IEEE Transactions on Information Theory, 2021
12021
Learning of Continuous and Piecewise-Linear Functions With Hessian Total-Variation Regularization
J Campos, S Aziznejad, M Unser
IEEE Open Journal of Signal Processing 3, 36-48, 2021
12021
Measuring complexity of learning schemes using Hessian-Schatten total-variation
S Aziznejad, J Campos, M Unser
arXiv preprint arXiv:2112.06209, 2021
12021
Duality Mapping for Schatten Matrix Norms
S Aziznejad, M Unser
Numerical Functional Analysis and Optimization 42 (6), 679-695, 2021
12021
Graphic: Graph-based hierarchical clustering for single-molecule localization microscopy
M Pourya, S Aziznejad, M Unser, D Sage
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 1892-1896, 2021
12021
Optimal spline generators for derivative sampling
S Aziznejad, A Naderi, M Unser
2019 13th International conference on Sampling Theory and Applications …, 2019
12019
A fast matrix completion method for index coding
E Asadi, S Aziznejad, MH Amerimehr, A Amini
2017 25th European Signal Processing Conference (EUSIPCO), 2606-2610, 2017
12017
Sparsest Univariate Learning Models Under Lipschitz Constraint
S Aziznejad, T Debarre, M Unser
IEEE Open Journal of Signal Processing 3, 140-154, 2022
2022
Shortest-support multi-spline bases for generalized sampling
A Goujon, S Aziznejad, A Naderi, M Unser
Journal of Computational and Applied Mathematics 395, 113610, 2021
2021
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Articles 1–20