| Publication | Date of Publication | Type |
|---|
| Stochastic gradient descent: where optimization meets machine learning | 2024-03-22 | Paper |
| Learning to Forecast Dynamical Systems from Streaming Data | 2023-07-10 | Paper |
| Johnson–Lindenstrauss Embeddings with Kronecker Structure | 2023-03-30 | Paper |
| Concentration Inequalities for Sums of Markov Dependent Random Matrices | 2023-03-03 | Paper |
| Side effects of learning from low-dimensional data embedded in a Euclidean space | 2023-03-02 | Paper |
| Generalization bounds for sparse random feature expansions | 2022-12-08 | Paper |
| Matrix concentration for products | 2022-11-17 | Paper |
| The Hanson-Wright inequality for random tensors | 2022-08-15 | Paper |
| Overparameterization and Generalization Error: Weighted Trigonometric Interpolation | 2022-07-14 | Paper |
| Scalable symmetric Tucker tensor decomposition | 2022-04-22 | Paper |
| Side Effects of Learning from Low-dimensional Data Embedded in a Euclidean Space | 2022-03-01 | Paper |
| Faster Johnson–Lindenstrauss transforms via Kronecker products | 2022-02-22 | Paper |
| Arbitrary-length analogs to de Bruijn sequences | 2021-08-17 | Paper |
| Bias of homotopic gradient descent for the hinge loss | 2021-08-11 | Paper |
| Greedy variance estimation for the LASSO | 2021-04-22 | Paper |
| Streaming k-PCA: Efficient guarantees for Oja's algorithm, beyond rank-one updates | 2021-02-06 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5149016 | 2021-02-05 | Paper |
| Extracting Structured Dynamical Systems Using Sparse Optimization With Very Few Samples | 2020-12-03 | Paper |
| Recovery guarantees for polynomial coefficients from weakly dependent data with outliers | 2020-10-30 | Paper |
| A near-stationary subspace for ridge approximation | 2020-04-06 | Paper |
| Concentration inequalities for random matrix products | 2020-04-06 | Paper |
| MC2: a two-phase algorithm for leveraged matrix completion | 2019-11-07 | Paper |
| The Sample Complexity of Weighted<?Pub _newline ?>Sparse Approximation | 2019-02-07 | Paper |
| Improved bounds for sparse recovery from subsampled random convolutions | 2018-12-17 | Paper |
| Extracting Sparse High-Dimensional Dynamics from Limited Data | 2018-12-12 | Paper |
| Extracting structured dynamical systems using sparse optimization with very few samples | 2018-05-10 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4638108 | 2018-05-03 | Paper |
| Batched Stochastic Gradient Descent with Weighted Sampling | 2018-03-26 | Paper |
| Clustering subgaussian mixtures by semidefinite programming | 2018-02-19 | Paper |
| Stable and Robust Sampling Strategies for Compressive Imaging | 2017-11-20 | Paper |
| Near-Optimal Compressed Sensing Guarantees for Total Variation Minimization | 2017-10-27 | Paper |
| The local convexity of solving systems of quadratic equations | 2017-10-19 | Paper |
| On the Complexity of Mumford–Shah-Type Regularization, Viewed as a Relaxed Sparsity Constraint | 2017-10-09 | Paper |
| Importance sampling in signal processing applications | 2017-09-21 | Paper |
| Learning Dynamical Systems and Bifurcation via Group Sparsity | 2017-09-05 | Paper |
| Compressed Sensing With Cross Validation | 2017-08-08 | Paper |
| Root-Exponential Accuracy for Coarse Quantization of Finite Frame Expansions | 2017-07-12 | Paper |
| Relax, No Need to Round | 2017-05-19 | Paper |
| One-Bit Compressive Sensing With Norm Estimation | 2017-04-28 | Paper |
| A unified framework for linear dimensionality reduction in L1 | 2016-09-08 | Paper |
| Exact Recovery of Chaotic Systems from Highly Corrupted Data | 2016-07-04 | Paper |
| Stochastic gradient descent, weighted sampling, and the randomized Kaczmarz algorithm | 2016-02-23 | Paper |
| Completing Any Low-rank Matrix, Provably | 2016-02-19 | Paper |
| Interpolation via weighted \(\ell_{1}\) minimization | 2016-01-28 | Paper |
| An arithmetic-geometric mean inequality for products of three matrices | 2015-12-14 | Paper |
| Recovery guarantees for exemplar-based clustering | 2015-12-07 | Paper |
| Compressive Sensing with Redundant Dictionaries and Structured Measurements | 2015-12-04 | Paper |
| Two-subspace projection method for coherent overdetermined systems | 2015-01-09 | Paper |
| Some deficiencies of \(\chi^2\) and classical exact tests of significance | 2014-05-26 | Paper |
| A Symbol-Based Algorithm for Decoding Bar Codes | 2014-01-23 | Paper |
| Stable Image Reconstruction Using Total Variation Minimization | 2014-01-23 | Paper |
| Weighted Eigenfunction Estimates with Applications to Compressed Sensing | 2013-02-04 | Paper |
| Sparse Legendre expansions via \(\ell_1\)-minimization | 2012-05-23 | Paper |
| Two-subspace Projection Method for Coherent Overdetermined Systems (Technical Report) | 2012-04-01 | Paper |
| Low-rank Matrix Recovery via Iteratively Reweighted Least Squares Minimization | 2012-03-16 | Paper |
| Lower bounds for the error decay incurred by coarse quantization schemes | 2011-12-28 | Paper |
| New and Improved Johnson–Lindenstrauss Embeddings via the Restricted Isometry Property | 2011-11-10 | Paper |
| Stability for second-order chaotic sigma delta quantization | 2011-11-02 | Paper |
| Computing the confidence levels for a root-mean-square test of goodness-of-fit | 2011-07-01 | Paper |
| Computing the confidence levels for a root-mean-square test of goodness-of-fit | 2011-06-27 | Paper |
| Sparse recovery for spherical harmonic expansions | 2011-02-20 | Paper |
| Iterative thresholding meets free-discontinuity problems | 2010-10-08 | Paper |
| Quiet sigma delta quantization, and global convergence for a class of asymmetric piecewise-affine maps | 2010-09-28 | Paper |
| Freedom through Imperfection: Exploiting the flexibility offered by redundancy in signal processing | 2009-06-23 | Paper |
| On Robustness Properties of Beta Encoders and Golden Ratio Encoders | 2009-02-24 | Paper |
| Subfunctionalization: How often does it occur? How long does it take? | 2006-11-20 | Paper |
