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BINtools

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

v0.2.0 · Apr 4, 2022 · GPL-3

Description

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>.

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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 NOTE
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
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r-release-windows-x86_64 OK
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OK r-devel-linux-x86_64-debian-clang

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OK r-devel-linux-x86_64-debian-gcc

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OK r-devel-linux-x86_64-fedora-clang

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OK r-devel-linux-x86_64-fedora-gcc

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OK r-devel-macos-arm64

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OK r-devel-windows-x86_64

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NOTE r-oldrel-macos-arm64

for GNU extensions in Makefiles

GNU make is a SystemRequirements.
NOTE r-oldrel-macos-arm64

installed package size

  installed size is 96.6Mb
  sub-directories of 1Mb or more:
    libs  96.1Mb
NOTE r-oldrel-macos-x86_64

for GNU extensions in Makefiles

GNU make is a SystemRequirements.
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 97.8Mb
  sub-directories of 1Mb or more:
    libs  97.3Mb
NOTE r-oldrel-windows-x86_64

for GNU extensions in Makefiles

GNU make is a SystemRequirements.
NOTE r-oldrel-windows-x86_64

installed package size

  installed size is  6.0Mb
  sub-directories of 1Mb or more:
    libs   5.5Mb
OK r-patched-linux-x86_64

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OK r-release-linux-x86_64

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OK r-release-macos-arm64

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OK r-release-macos-x86_64

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OK r-release-windows-x86_64

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Check History

NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-oldrel-macos-arm64

installed package size

  installed size is 96.6Mb
  sub-directories of 1Mb or more:
    libs  96.1Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 97.8Mb
  sub-directories of 1Mb or more:
    libs  97.3Mb
NOTE r-oldrel-windows-x86_64

installed package size

  installed size is  6.0Mb
  sub-directories of 1Mb or more:
    libs   5.5Mb

Dependency Network

Dependencies Reverse dependencies Rcpp rstan dplyr (>= 1.0.2) tibble stringi mvtnorm (>= 1.1.1) combinat rstantools BINtools

Version History

new 0.2.0 Mar 9, 2026