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Showing 1 to 3 of 3 for “"discrete Bayesian networks"”.

  1. Electromagnetic Risk Management for Dependability of Road Vehicles using Discrete Bayesian Networks

    … of probabilistic graphical models called Bayesian network (BN) is proposed in this thesis for two main purposes. First, to graphically model the epistemic uncertainties considered for electromagnetic (EM) immunity risk assessment, second, to overcome the limitations of assessing EMI risks …

    de-montfort Repository record for Electromagnetic Risk Management for Dependability of Road Vehicles using Discrete Bayesian Networks (opens in a new tab)

  2. Depicting variable elimination with Bayesian networks

    … representation of variable elimination in discrete Bayesian networks (BNs) utilizing the BN’s directed acyclic graph (DAG) component. This includes methods representing both multiplication and marginalization operations. This graphical representation is achieved by introducing what are …

    regina Repository record for Depicting variable elimination with Bayesian networks (opens in a new tab)

  3. On the finite sample complexity of causal discovery and the value of domain expertise

    Causal discovery methods seek to identify causal relations between random variables from purely observational data, as opposed to actively collected experimental data where an experimenter intervenes on a subset of correlates. One of the seminal works in this area is the Inferred Causation (IC) …

    uiuc Repository record for On the finite sample complexity of causal discovery and the value of domain expertise (opens in a new tab)