# Graph spatial sampling

arXiv: https://arxiv.org/abs/2203.11734 · HTML: https://mlsanity.com/paper/2203.11734/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 22 Mar 2022.

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

- [Graph sampling for node embedding](https://mlsanity.com/paper/2210.10520/) (2022)

## Abstract (arXiv)

We develop lagged Metropolis-Hastings walk for sampling from simple undirected graphs according to given stationary sampling probabilities. We explain how to apply the technique together with designed graphs for sampling of units-in-space. We illustrate that the proposed graph spatial sampling approach can be more flexible for improving the design efficiency compared to the existing spatial sampling methods.