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To cite the priorsense package and power-scaling sensitivity:
Kallioinen N, Paananen T, Bürkner P, Vehtari A (2023). “Detecting and diagnosing prior and likelihood sensitivity with power-scaling.” Statistics and Computing, 34. doi:10.1007/s11222-023-10366-5.
To cite Pareto-smoothed importance sampling:
Vehtari A, Simpson D, Gelman A, Yao Y, Gabry J (2024). “Pareto smoothed importance sampling.” Journal of Machine Learning Research, 25.
To cite importance weighted moment matching:
Paananen T, Piironen J, Bürkner P, Vehtari A (2021). “Implicitly adaptive importance sampling.” Statistics and Computing, 31, 1–19. doi:10.1007/s11222-020-09982-2.
Corresponding BibTeX entries:
@Article{, title = {Detecting and diagnosing prior and likelihood sensitivity with power-scaling}, author = {Noa Kallioinen and Topi Paananen and Paul-Christian Bürkner and Aki Vehtari}, year = {2023}, journal = {Statistics and Computing}, volume = {34}, issue = {57}, doi = {10.1007/s11222-023-10366-5}, encoding = {UTF-8}, }
@Article{, title = {Pareto smoothed importance sampling}, author = {Aki Vehtari and Daniel Simpson and Andrew Gelman and Yuling Yao and Jonah Gabry}, journal = {Journal of Machine Learning Research}, volume = {25}, issue = {72}, year = {2024}, }
@Article{, title = {Implicitly adaptive importance sampling}, author = {Topi Paananen and Juho Piironen and Paul-Christian Bürkner and Aki Vehtari}, year = {2021}, journal = {Statistics and Computing}, volume = {31}, issue = {16}, pages = {1--19}, doi = {10.1007/s11222-020-09982-2}, encoding = {UTF-8}, }
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.