steinsampling
Kernel Stein Discrepancy Goodness-of-Fit and Stein Sampling Tools
Provides Stein-discrepancy goodness-of-fit tests and Stein-method-based sampling tools. The tests include kernel Stein discrepancy U- and V-statistics following Liu et al. (2016) <doi:10.48550/arXiv.1602.03253> and Chwialkowski et al. (2016) <doi:10.48550/arXiv.1602.02964>, plus the finite set Stein discrepancy test of Jitkrittum et al. (2017) <doi:10.48550/arXiv.1705.07673>. The sampling tools include Stein thinning, Stein Points, Stein Point Markov chain Monte Carlo, and Stein variational gradient descent following Riabiz et al. (2022) <doi:10.48550/arXiv.2005.03952>, Chen et al. (2018) <doi:10.48550/arXiv.1803.10161>, Chen et al. (2019) <doi:10.48550/arXiv.1905.03673>, and Liu and Wang (2016) <doi:10.48550/arXiv.1608.04471>. Gaussian mixture utilities are included for simulation, likelihoods, posterior probabilities, scores, and plots.
Versions across snapshots
| Version | Repository | File | Size |
|---|---|---|---|
0.1.0 |
rolling linux/jammy R-4.5 | steinsampling_0.1.0.tar.gz |
454.3 KiB |
0.1.0 |
rolling linux/noble R-4.5 | steinsampling_0.1.0.tar.gz |
453.3 KiB |
0.1.0 |
rolling source/ R- | steinsampling_0.1.0.tar.gz |
134.3 KiB |
0.1.0 |
latest linux/jammy R-4.5 | steinsampling_0.1.0.tar.gz |
454.3 KiB |
0.1.0 |
latest linux/noble R-4.5 | steinsampling_0.1.0.tar.gz |
453.3 KiB |
0.1.0 |
latest source/ R- | steinsampling_0.1.0.tar.gz |
134.3 KiB |
0.1.0 |
2026-04-23 source/ R- | steinsampling_0.1.0.tar.gz |
0 B |