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bnmonitor
View on CRAN: Click
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Download and install bnmonitor package within the R console
Install from CRAN:
install.packages("bnmonitor")
Install from Github:
library("remotes")
install_github("cran/bnmonitor")
Install by package version:
library("remotes")
install_version("bnmonitor", "0.1.4")
Attach the package and use:
library("bnmonitor")
Maintained by
Manuele Leonelli
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-02-08
Latest Update: 2023-06-02
Description:
An implementation of sensitivity and robustness methods in Bayesian networks in R. It includes methods to perform parameter variations via a variety of co-variation schemes, to compute sensitivity functions and to quantify the dissimilarity of two Bayesian networks via distances and divergences. It further includes diagnostic methods to assess the goodness of fit of a Bayesian networks to data, including global, node and parent-child monitors. References: H. Chan, A. Darwiche (2002) ; C. Goergen, M. Leonelli (2020) ; M. Leonelli, R. Ramanathan, R.L. Wilkerson (2021) .
How to cite:
Manuele Leonelli (2021). bnmonitor: An Implementation of Sensitivity Analysis in Bayesian Networks. R package version 0.1.4, https://cran.r-project.org/web/packages/bnmonitor
Previous versions and publish date:
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Other R packages that bnmonitor depends,
imports, suggests or enhances
Functions, R codes and Examples using
the bnmonitor R package
Some associated functions: CD . Fro.CI . Fro.GBN . Fro . Jeffreys.CI . Jeffreys.GBN . Jeffreys . KL.CI . KL.GBN . KL.bn.fit . KL . KL_bounds . bn2 . bnmonitor . cachexia . chds . covariance_var . covariation . covariation_matrix . diabetes . final_node_monitor . fire_alarm . global_monitor . influential_obs . mathmarks . mean_var . model_pres_cov . node_monitor . plot . print . psd_check . sensitivity . sensquery . seq_node_monitor . seq_pa_ch_monitor . synthetic_bn . synthetic_cbn . travel .
Some associated R codes: CD_distance.R . Jeffreys.R . KL.R . KL_bounds.R . aux_gbn.R . aux_global.R . aux_node.R . bn2.R . bnmonitor.R . cachexia.R . chds.R . covariation.R . covariation_matrix.R . diabetes.R . final_node_monitor.R . fire_alarm.R . fquery.R . frobenius.R . global_monitor.R . influential_obs.R . mathmarks.R . model_pres_cov.R . node_monitor.R . parent_child_monitor.R . plot.R . print.R . psd_check.R . sensitivity.R . sensquery.R . seq_node_monitor.R . standard.R . synthetic_bn.R . synthetic_cbn.R . travel.R . Full bnmonitor package functions and examples
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