intentionalattacks

Probability elicitation for Bayesian networks to distinguish between intentional attacks and accidental technical failures.

A collection of Bayesian networks (discrete, Gaussian, and conditional linear Gaussian) collated from recent academic literature. The 'bnRep_summary' object provides an overview of the Bayesian networks in the repository and the package documentation includes details about the variables in each network. A Shiny app to explore the repository can be launched with 'bnRep_app()' and is available online at <https://manueleleonelli.shinyapps.io/bnRep>. Reference: 'M. Leonelli' (2025) <doi:10.1016/j.neucom.2025.129502>.

Manuele Leonelli

bnRep

A Repository of Bayesian Networks from the Academic Literature

intentionalattacks function

A discrete Bayesian network modeling a floodgate in the Netherlands. Probabilities were given within the referenced paper. The vertices are:<dl>
<dt>X1</dt>
<dd>Weak physical access-control (True, False);</dd><dt>X2</dt>
<dd>Sensor data integrity verification (True, False);</dd><dt>U1</dt>
<dd>Lack of physical maintenance (True, False);</dd><dt>U2</dt>
<dd>Well-written maintenance procedure (True, False);</dd><dt>Y</dt>
<dd>Major cause for sensor sends incorrect water level measurements (Intentional Attack, Accidental Technical Failure);</dd><dt>Z1</dt>
<dd>Abnormalities in the other locations (True, False);</dd><dt>Z2</dt>
<dd>Sensor sends correct water level measurements after cleaning the sensor (True, False)</dd><dt>Z3</dt>
<dd>Sensor sends correct water level measurements after recalibrating the sensor (True, False);</dd>
</dl>

Format

intentionalattacks Bayesian Network — intentionalattacks

A discrete Bayesian network modeling a floodgate in the Netherlands. Probabilities were given within the referenced paper. The vertices are:<dl>
<dt>X1</dt>
<dd>Weak physical access-control (True, False);</dd>

<dt>X2</dt>
<dd>Sensor data integrity verification (True, False);</dd>

<dt>U1</dt>
<dd>Lack of physical maintenance (True, False);</dd>

<dt>U2</dt>
<dd>Well-written maintenance procedure (True, False);</dd>

<dt>Y</dt>
<dd>Major cause for sensor sends incorrect water level measurements (Intentional Attack, Accidental Technical Failure);</dd>

<dt>Z1</dt>
<dd>Abnormalities in the other locations (True, False);</dd>

<dt>Z2</dt>
<dd>Sensor sends correct water level measurements after cleaning the sensor (True, False)</dd>

<dt>Z3</dt>
<dd>Sensor sends correct water level measurements after recalibrating the sensor (True, False);</dd>


</dl>

intentionalattacks: intentionalattacks Bayesian Network

Description

Arguments

Value

Format

References