DISS. ETH NO. 18781 CONSTRUCTION AND APPLICATION OF BAYESIAN PROBABILISTIC NETWORKS FOR EARTHQUAKE RISK MANAGEMENT A dissertation submitted to ETH ZURICH for the degree of…