A Hybrid Approach for Identifying the Structure of a Bayesian Network Model

•Construction of Bayesian network model for assessing threats of mass protests, using historical case data.•A hybrid method for discovering Bayesian network structure from expert knowledge and data.•Improved knowledge elicitation method by incorporating interpretive structural model technique.•Application of Bayesian network model in threat prediction and policing strategy.