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Pattern Theory

From representation to inference

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Brand: OUP Oxford

ISBN: 9780198505709

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Description

Introduction; The Bayes paradigm, estimation and information measures; Probabilistic directed acyclic graphs and their entropies; Markov random fields on undirected graphs; Gaussian random fields on undirected graphs; The canonical representations of general pattern theory; Matrix group actions transforming patterns; Manifolds, active modes, and deformable templates; Second order and Gaussian fields; Metrics spaces for the matrix groups; Metrics spaces for the infinite dimensional diffeomorphisms; Metrics on photometric and geometric deformable templates; Estimation bounds for automated object recognition; Estimation on metric spaces with photometric variation; Information bounds for automated object recognition; Computational anatomy: shape, growth and atrophy comparison via diffeomorphisms; Computational anatomy: hypothesis testing on disease; Markov processes and random sampling; Jump diffusion inference in complex scenes;

Product Details

Brand OUP Oxford

Reference 86021

EAN13 9780198505709

ISBN 9780198505709

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