A Cubic Algorithm for Computing Gaussian Volume
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Abstract (arXiv)
We present randomized algorithms for sampling the standard Gaussian distribution restricted to a convex set and for estimating the Gaussian measure of a convex set, in the general membership oracle model. The complexity of integration is O^*(n3) while the complexity of sampling is O^*(n3) for the first sample and O^*(n2) for every subsequent sample. These bounds improve on the corresponding state-of-the-art by a factor of n. Our improvement comes from several aspects: better isoperimetry, smoother annealing, avoiding transformation to isotropic position and the use of the "speedy walk" in the analysis.
Key facts. Cited by 6 papers in the map (data through 13 Oct 2026). First posted on arXiv 25 Jun 2013.
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Citing papers per year: 2021: 2; 2022: 1; 2023: 0; 2024: 1; 2025: 1; 2026: 1.
6 papers.
- 2021Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Samplingcited by 44
- 2025Faster logconcave sampling from a cold start in high dimensioncited by 7
- 2024Fast Mixing of Data Augmentation Algorithms: Bayesian Probit, Logit, and Lasso Regressioncited by 3
- 2022Data-Driven Chance Constrained AC-OPF using Hybrid Sparse Gaussian Processescited by 1
- 2026Latent-IMH: Efficient Bayesian Inference for Inverse Problems with Approximate Operatorscited by 1
- 2021Truncated Log-concave Sampling with Reflective Hamiltonian Monte Carlocited by 0
- 2026Latent-IMH: Efficient Bayesian Inference for Inverse Problems with Approximate Operators28 Jan 2026
- 2025Faster logconcave sampling from a cold start in high dimension3 May 2025
- 2024Fast Mixing of Data Augmentation Algorithms: Bayesian Probit, Logit, and Lasso Regression11 Dec 2024
- 2022Data-Driven Chance Constrained AC-OPF using Hybrid Sparse Gaussian Processes30 Aug 2022
- 2021Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Sampling27 Sep 2021
- 2021Truncated Log-concave Sampling with Reflective Hamiltonian Monte Carlo25 Feb 2021