Package: BINtools 0.2.0

BINtools: Bayesian BIN (Bias, Information, Noise) Model of Forecasting

A recently proposed Bayesian BIN model disentangles the underlying processes that enable forecasters and forecasting methods to improve, decomposing forecasting accuracy into three components: bias, partial information, and noise. By describing the differences between two groups of forecasters, the model allows the user to carry out useful inference, such as calculating the posterior probabilities of the treatment reducing bias, diminishing noise, or increasing information. It also provides insight into how much tamping down bias and noise in judgment or enhancing the efficient extraction of valid information from the environment improves forecasting accuracy. This package provides easy access to the BIN model. For further information refer to the paper Ville A. Satopää, Marat Salikhov, Philip E. Tetlock, and Barbara Mellers (2021) "Bias, Information, Noise: The BIN Model of Forecasting" <doi:10.1287/mnsc.2020.3882>.

Authors:Ville Satopää [aut, cre], Marat Salikhov [aut], Elvira Moreno [aut]

BINtools_0.2.0.tar.gz
BINtools_0.2.0.zip(r-4.5)BINtools_0.2.0.zip(r-4.4)BINtools_0.2.0.zip(r-4.3)
BINtools_0.2.0.tgz(r-4.5-x86_64)BINtools_0.2.0.tgz(r-4.5-arm64)BINtools_0.2.0.tgz(r-4.4-x86_64)BINtools_0.2.0.tgz(r-4.4-arm64)BINtools_0.2.0.tgz(r-4.3-x86_64)BINtools_0.2.0.tgz(r-4.3-arm64)
BINtools_0.2.0.tar.gz(r-4.5-noble)BINtools_0.2.0.tar.gz(r-4.4-noble)
BINtools.pdf |BINtools.html
BINtools/json (API)
NEWS

# Install 'BINtools' in R:
install.packages('BINtools', repos = c('https://satopaa.r-universe.dev', 'https://cloud.r-project.org'))
Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

cpp

2.70 score 4 scripts 256 downloads 3 exports 58 dependencies

Last updated 3 years agofrom:95b3ff5f66. Checks:5 OK, 7 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 25 2025
R-4.5-win-x86_64OKMar 25 2025
R-4.5-mac-x86_64OKMar 25 2025
R-4.5-mac-aarch64OKMar 25 2025
R-4.5-linux-x86_64OKMar 25 2025
R-4.4-win-x86_64NOTEMar 25 2025
R-4.4-mac-x86_64NOTEMar 25 2025
R-4.4-mac-aarch64NOTEMar 25 2025
R-4.4-linux-x86_64NOTEMar 25 2025
R-4.3-win-x86_64NOTEMar 25 2025
R-4.3-mac-x86_64NOTEMar 25 2025
R-4.3-mac-aarch64NOTEMar 25 2025

Exports:complete_summaryestimate_BINsimulate_data

Dependencies:abindbackportsBHcallrcheckmateclicolorspacecombinatdescdistributionaldplyrfansifarvergenericsggplot2gluegridExtragtableinlineisobandlabelinglatticelifecycleloomagrittrMASSMatrixmatrixStatsmgcvmunsellmvtnormnlmenumDerivpillarpkgbuildpkgconfigposteriorprocessxpsQuickJSRR6RColorBrewerRcppRcppEigenRcppParallelrlangrstanrstantoolsscalesStanHeadersstringitensorAtibbletidyselectutf8vctrsviridisLitewithr

BINtools

Rendered fromBINtools_vignette.Rmdusingknitr::rmarkdownon Mar 25 2025.

Last update: 2021-06-10
Started: 2021-06-10

Readme and manuals

Help Manual

Help pageTopics
The 'BINtools' package.BINtools-package BINtools
Summarycomplete_summary
Estimate a BIN (Bias, Information, Noise) modelestimate_BIN
Simulate Datasimulate_data