# Adaptive Singular Value Thresholding

arXiv: https://arxiv.org/abs/1705.00715 · HTML: https://mlsanity.com/paper/1705.00715/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 1 May 2017.

## Built on by (most cited first, 1 of 1)

- [Hybrid Methods for Robust Tabular Data Imputation](https://mlsanity.com/paper/2609.39613/) (2026)

## Abstract (arXiv)

In this paper, we propose an Adaptive Singular Value Thresholding (ASVT) for low rank recovery under affine constraints. Unlike previous iterative methods that the threshold level is independent of the iteration number, in our proposed method, the threshold in adaptively decreases during iterations. The simulation results reveal that we get better performance with this thresholding strategy.