BANSHEE-A MATLAB toolbox for Non-Parametric Bayesian Networks

被引：14

作者：

Paprotny, Dominik ^{[1
]}

Morales-Napoles, Oswaldo ^{[2
]}

Worm, Daniel T. H. ^{[3
]}

Ragno, Elisa ^{[2
]}

机构：

[1] Helmholtz Ctr Potsdam, GFZ German Res Ctr Geosci, Sect Hydrol, D-14473 Potsdam, Germany

[2] Delft Univ Technol, Dept Hydraul Engn, Stevinweg 1, NL-2628 CN Delft, Netherlands

[3] TNO, Cyber Secur & Robustness, Anna Van Buerenpl 1, NL-2595 DA The Hague, Netherlands

来源：

SOFTWAREX | 2020年 / 12卷

基金：

欧盟地平线“2020”;

关键词：

Copulas; Probabilistic models; Belief Nets; EUROPE;

D O I：

10.1016/j.softx.2020.100588

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

Bayesian Networks (BNs) are probabilistic, graphical models for representing complex dependency structures. They have many applications in science and engineering. Their particularly powerful variant - Non-Parametric BNs - are for the first time implemented as an open-access scriptable code, in the form of a MATLAB toolbox "BANSHEE".(1) The software allows for quantifying the BN, validating the underlying assumptions of the model, visualizing the network and its corresponding rank correlation matrix, and finally making inference with a BN based on existing or new evidence. We also include in the toolbox, and discuss in the paper, some applied BN models published in most recent scientific literature. (C) 2020 The Author(s). Published by Elsevier B.V.

引用

页数：7

共 36 条

[1]

Abou Moustafa KT, 2010, ADV INTELLIGENT SOFT

[2] Analysis of the crash of TK 1951 using CATS [J].

Ale, B. J. M. ;

Bellamy, L. J. ;

Cooper, J. ;

Ababei, D. ;

Kurowicka, D. ;

Morales, O. ;

Spouge, J. .

RELIABILITY ENGINEERING & SYSTEM SAFETY, 2010, 95 (05) :469-477

[3]

[Anonymous], 2006, UNCERTAINTY ANAL HIG, DOI DOI 10.1002/0470863072

[4]

[Anonymous], 1991, EXPERTS UNCERTAINTY

[5] Counterfactual Analysis of Runaway Volcanic Explosions [J].

Aspinall, Willy ;

Woo, Gordon .

FRONTIERS IN EARTH SCIENCE, 2019, 7

[6]

Castillo C, 2013, SIGIR'13: THE PROCEEDINGS OF THE 36TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH & DEVELOPMENT IN INFORMATION RETRIEVAL, P1115

[7] Probabilistic reasoning about measurements of equilibrium climate sensitivity: combining disparate lines of evidence [J].

Cooke, Roger M. ;

Wielicki, Bruce .

CLIMATIC CHANGE, 2018, 151 (3-4) :541-554

[8]

Cowell R.G., 1999, Probabilistic networks and expert systems

[9] A continuous Bayesian network for earth dams' risk assessment: an application [J].

Delgado-Hernandez, David-Joaquin ;

Morales-Napoles, Oswaldo ;

De-Leon-Escobedo, David ;

Arteaga-Arcos, Juan-Carlos .

STRUCTURE AND INFRASTRUCTURE ENGINEERING, 2014, 10 (02) :225-238

[10]

Fenton Norman, 2012, Risk Assessment and Decision Analysis with Bayesian Networks, Vfirst

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