On the Minimax Risk of Dictionary Learning

20 July 2015

Papers citing "On the Minimax Risk of Dictionary Learning"

16 / 16 papers shown

Title
DB-KSVD: Scalable Alternating Optimization for Disentangling High-Dimensional Embedding Spaces Romeo Valentin Sydney M. Katz Vincent Vanhoucke Mykel J. Kochenderfer 66 0 0 24 May 2025
Optimal vintage factor analysis with deflation varimax Xin Bing Dian Jin Yuqian Zhang Yuqian Zhang 435 2 0 16 Oct 2023
Structured Low-Rank Tensors for Generalized Linear Models Batoul Taki Anand D. Sarwate W. Bajwa 56 2 0 05 Aug 2023
Compressed Regression over Adaptive Networks Marco Carpentiero Vincenzo Matta Ali H. Sayed 56 2 0 07 Apr 2023
Generalization Error Bounds for Iterative Recovery Algorithms Unfolded as Neural Networks Ekkehard Schnoor Arash Behboodi Holger Rauhut 53 14 0 08 Dec 2021
A Minimax Lower Bound for Low-Rank Matrix-Variate Logistic Regression Batoul Taki Mohsen Ghassemi Anand D. Sarwate W. Bajwa 32 3 0 31 May 2021
Compressive Sensing and Neural Networks from a Statistical Learning Perspective Arash Behboodi Holger Rauhut Ekkehard Schnoor 89 19 0 29 Oct 2020
Efficient and Parallel Separable Dictionary Learning Cristian Rusu Paul Irofti 54 0 0 07 Jul 2020
Recovery and Generalization in Over-Realized Dictionary Learning Jeremias Sulam Chong You Zhihui Zhu FedML 62 8 0 11 Jun 2020
NOODL: Provable Online Dictionary Learning and Sparse Coding Sirisha Rambhatla Xingguo Li Jarvis Haupt 68 18 0 28 Feb 2019
$Deeply-Sparse Signal rePresentations ($\text{D}\text{S}^2\text{P}$)$ Deeply-Sparse Signal rePresentations ( $\text{D}\text{S}^2\text{P}$ ) Demba E. Ba 86 7 0 05 Jul 2018
Identifiability of Kronecker-structured Dictionaries for Tensor Data Z. Shakeri Anand D. Sarwate W. Bajwa 65 12 0 10 Dec 2017
Noise Level Estimation for Overcomplete Dictionary Learning Based on Tight Asymptotic Bounds Rui Chen Changshui Yang Huizhu Jia Xiaodong Xie 20 4 0 09 Dec 2017
On the Reconstruction Risk of Convolutional Sparse Dictionary Learning Shashank Singh Barnabás Póczós Jian Ma 83 2 0 29 Aug 2017
Rank-One NMF-Based Initialization for NMF and Relative Error Bounds under a Geometric Assumption Zhaoqiang Liu Vincent Y. F. Tan 46 14 0 27 Dec 2016
Minimax Lower Bounds for Kronecker-Structured Dictionary Learning Z. Shakeri W. Bajwa Anand D. Sarwate 40 18 0 17 May 2016