Approximate Bayesian Computation (ABC) has become a standard part of the statistician's toolbox. In this talk I will outline what ABC is about, how it arose, and what it can (and cannot) do. I will illustrate the approach with an example from cancer biology. No previous knowledge of cancer biology is needed to understand the talk.

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