Publication:

Additive Bayesian Network Modeling with the R Package abn

Date

Date

Date
2023
Journal Article
Published version

Citations

Citation copied

Kratzer, G., Lewis, F., Comin, A., Pittavino, M., & Furrer, R. (2023). Additive Bayesian Network Modeling with the R Package abn. Journal of Statistical Software, 105(8), online. https://doi.org/10.18637/jss.v105.i08

Abstract

Abstract

Abstract

The R package abn is designed to fit additive Bayesian models to observational datasets. It contains routines to score Bayesian networks based on Bayesian or information theoretic formulations of generalized linear models. It is equipped with exact search and greedy search algorithms to select the best network. It supports a possible blend of continuous, discrete and count data and input of prior knowledge at a structural level. The Bayesian implementation supports random effects to control for one-layer clustering. In this paper, we

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66 since deposited on 2023-04-16
Acq. date: 2025-11-12

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83 since deposited on 2023-04-16
Acq. date: 2025-11-12

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Creators (Authors)

Journal/Series Title

Journal/Series Title

Journal/Series Title

Volume

Volume

Volume
105

Number

Number

Number
8

Page range/Item number

Page range/Item number

Page range/Item number
online

Item Type

Item Type

Item Type
Journal Article

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Keywords

Statistics, Probability and Uncertainty, Statistics and Probability, Software structure learning, graphical models, greedy search, exact search, scoring algo- rithm, GLM, graph theory

Language

Language

Language
English

Publication date

Publication date

Publication date
2023-01-01

Date available

Date available

Date available
2023-04-16

Publisher

Publisher

Publisher

ISSN or e-ISSN

ISSN or e-ISSN

ISSN or e-ISSN
1548-7660

OA Status

OA Status

OA Status
Gold

Free Access at

Free Access at

Free Access at
DOI

Metrics

Downloads

66 since deposited on 2023-04-16
Acq. date: 2025-11-12

Views

83 since deposited on 2023-04-16
Acq. date: 2025-11-12

Citations

Citation copied

Kratzer, G., Lewis, F., Comin, A., Pittavino, M., & Furrer, R. (2023). Additive Bayesian Network Modeling with the R Package abn. Journal of Statistical Software, 105(8), online. https://doi.org/10.18637/jss.v105.i08

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