Adaptive versus uniform evaluation | The guarantee: no false discard | The price of the tolerance | What the level buys
Package: paretoinfer 0.1.0
André Leite
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.
Authors:
paretoinfer_0.1.0.tar.gz
paretoinfer_0.1.0.zip(r-4.7-any)paretoinfer_0.1.0.zip(r-4.6-any)paretoinfer_0.1.0.zip(r-4.5-any)
paretoinfer_0.1.0.tgz(r-4.6-any)paretoinfer_0.1.0.tgz(r-4.5-any)
paretoinfer_0.1.0.tar.gz(r-4.7-any)paretoinfer_0.1.0.tar.gz(r-4.6-any)
paretoinfer_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
paretoinfer/json (API)
| # Install 'paretoinfer' in R: |
| install.packages('paretoinfer', repos = c('https://castlaboratory.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/castlaboratory/paretoinfer/issues
Pkgdown/docs site:https://castlaboratory.github.io
Last updated from:0d1029ca5d. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 113 | ||
| source / vignettes | OK | 362 | ||
| linux-release | OK | 124 | ||
| macos-release | OK | 135 | ||
| macos-oldrel | OK | 125 | ||
| windows-devel | OK | 93 | ||
| windows-release | OK | 102 | ||
| windows-oldrel | OK | 96 | ||
| wasm-release | OK | 93 |
Exports:autoplotchoose_next_evaluationglanceinitialize_paretopareto_designpareto_reportpareto_runplausible_pareto_setplot_uncertain_frontiertidyupdate_objectives
Dependencies:clicpp11farvergenericsggplot2gluegtableisobandlabelinglifecyclemagrittrpillarpkgconfigR6RColorBrewerrlangS7scalesseqbenchtibbleutf8vctrsviridisLitewithr
Checking the guarantee and the cost
Last update: 2026-10-15
Started: 2026-10-09
Frontier shapes and near-ties
Convex frontier | Concave (non-convex) frontier | Disconnected frontier | Near-ties | Reading the plots
Last update: 2026-10-15
Started: 2026-10-09
Get started with paretoinfer
The problem | A simulated problem | Design, run, read | The picture is the guarantee | Step by step | The report | What the guarantee is and is not
Last update: 2026-10-15
Started: 2026-10-09
Heterogeneous cost and budgets
A budget that runs out | Continuing with a larger budget | Driving the loop by hand
Last update: 2026-10-15
Started: 2026-10-09
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Plot the uncertain frontier | autoplot.paretoinfer_state plot_uncertain_frontier |
| Choose the next alternative(s) to evaluate | choose_next_evaluation |
| Glance at an identification | glance.paretoinfer_state |
| Initialise a Pareto identification | initialize_pareto |
| Design a sequential Pareto identification problem | pareto_design |
| The full report of an identification | pareto_report |
| Run an identification to completion with a simulator | pareto_run |
| The three sets of a Pareto identification | plausible_pareto_set |
| Tidy the confidence boxes | tidy.paretoinfer_state |
| Update the identification with new evaluations | update_objectives |