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External topic. Knowledge domains with the causal relations of their components can be modelled using Bayesian Networks. This Knowledge is used among others for Active Safety Applications in cars. Certain hazardous situations might be better judged if knowledge about the concrete driver is included in the model. So it is desirable to individualise such networks. The goal of this Master Thesis is to work out how to individualise a network, how to learn individual behaviour und which Bayesian Networks are most suitable for those purposes. More information