paretoinfer: Sequential Identification of Approximately Pareto-Optimal Alternatives under Noise
Sequential identification of epsilon-Pareto-optimal alternatives among a finite set with noisy, possibly correlated objectives. Simultaneous anytime-valid confidence sequences for every objective of every alternative (Waudby-Smith and Ramdas, 2024, <doi:10.1093/jrsssb/qkad009>) certify, at any time, which alternatives are epsilon-dominated and which are not, report the estimated frontier, the plausible Pareto set and the certified-dominated set, propose the next alternative to evaluate, and record an auditable result contract.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.1) |
| Imports: | cli (≥ 3.6.0), generics, ggplot2 (≥ 3.5.0), rlang (≥ 1.1.0), seqbench (≥ 0.1.0), stats, tibble (≥ 3.2.0), utils |
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0) |
| Published: | 2026-10-24 |
| DOI: | 10.32614/CRAN.package.paretoinfer (may not be active yet) |
| Author: | André Leite  [aut,
cre],
Raydonal Ospina
[aut],
Cristiano Ferraz
[aut] |
| Maintainer: | André Leite <leite at castlab.org> |
| BugReports: | https://github.com/castlaboratory/paretoinfer/issues |
| License: | GPL (≥ 3) |
| URL: | https://castlaboratory.github.io/paretoinfer/, https://github.com/castlaboratory/paretoinfer |
| NeedsCompilation: | no |
| Language: | en-GB |
| Citation: | paretoinfer citation info |
| Materials: | README, NEWS |
| CRAN checks: | paretoinfer results |
Documentation:
| Reference manual: | paretoinfer.html , paretoinfer.pdf |
| Vignettes: |
Heterogeneous cost and budgets (source, R code) Frontier shapes and near-ties (source, R code) Checking the guarantee and the cost (source, R code) Get started with paretoinfer (source, R code) |
Downloads:
| Package source: | paretoinfer_0.1.0.tar.gz |
| Windows binaries: | r-devel: paretoinfer_0.1.0.zip, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): paretoinfer_0.1.0.tgz, r-oldrel (arm64): paretoinfer_0.1.0.tgz, r-release (x86_64): paretoinfer_0.1.0.tgz, r-oldrel (x86_64): paretoinfer_0.1.0.tgz |
Linking:
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