A Generative Theory of Similarity

We propose that similarity judgments are inferences about generative processes, and that two objects appear similar when they are likely to have been generated by the same process. We present a formal model based on this idea, and suggest that it may be particularly useful for explaining high-level judgments of similarity. We compare our model to featural and transformational accounts, and describe an experiment where it outperforms a transformational model.