CRAN/E | BINtools

BINtools

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

Installation

About

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.

System requirements GNU make

Key Metrics

Version 0.2.0
R ≥ 3.4.0
Published 2022-04-04 753 days ago
Needs compilation? yes
License GPL-3
CRAN checks BINtools results

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Maintainer

Maintainer

Ville Satopää

ville.satopaa@gmail.com

Authors

Ville Satopää

aut / cre

Marat Salikhov

aut

Elvira Moreno

aut

Material

README
NEWS
Reference manual
Package source

Vignettes

BINtools

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

BINtools archive

Depends

R ≥ 3.4.0

Imports

methods
Rcpp ≥ 0.12.0
rstan ≥ 2.18.1
dplyr ≥1.0.2
tibble ≥ 3.0.3
stringi ≥ 1.4.6
mvtnorm ≥1.1.1
combinat ≥ 0.0.8
rstantools

Suggests

testthat
knitr
rmarkdown
pacman ≥ 0.5.1
RcppParallel ≥ 5.0.1

LinkingTo

BH ≥ 1.66.0
Rcpp ≥ 0.12.0
RcppEigen ≥ 0.3.3.3.0
RcppParallel ≥ 5.0.1
rstan ≥ 2.18.1
StanHeaders ≥2.18.0