Fast Bayesian Shape Matching Using Geometric Algorithms

  title={Fast Bayesian Shape Matching Using Geometric Algorithms},
  author={Scott C. Schmidler},
We present a Bayesian approach to comparison of geometric shapes with applications to classification of the molecular structures of proteins. Our approach involves the use of distributions defined on transformation invariant shape spaces and the specification of prior distributions on bipartite matchings. Here we emphasize the computational aspects of posterior inference arising from such models, and explore computationally efficient approximation algorithms based on a geometric hashing… CONTINUE READING
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