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Bestseller
BestsellerE-book
Author Grenander, Ulf.

Title Pattern theory : from representation to inference / Ulf Grenander and Michael I. Miller.

Publication Info. Oxford : Oxford University Press, 2007.

Item Status

Description 1 online resource (xii, 596 pages) : illustrations (some color)
Physical Medium polychrome
Description text file
Bibliography Includes bibliographical references and index.
Contents Contents; 1 Introduction; 2 The Bayes Paradigm, Estimation and Information Measures; 3 Probabilistic Directed Acyclic Graphs and Their Entropies; 4 Markov Random Fields on Undirected Graphs; 5 Gaussian Random Fields on Undirected Graphs; 6 The Canonical Representations of General Pattern Theory; 7 Matrix Group Actions Transforming Patterns; 8 Manifolds, Active Models, and Deformable Templates; 9 Second Order and Gaussian Fields; 10 Metrics Spaces for the Matrix Groups; 11 Metrics Spaces for the Infinite Dimensional Diffeomorphisms; 12 Metrics on Photometric and Geometric Deformable Templates.
13 Estimation Bounds for Automated Object Recognition14 Estimation on Metric Spaces with Photometric Variation; 15 Information Bounds for Automated Object Recognition; 16 Computational Anatomy: Shape, Growth and Atrophy Comparison via Diffeomorphisms; 17 Computational Anatomy: Hypothesis Testing on Disease; 18 Markov Processes and Random Sampling; 19 Jump Diffusion Inference in Complex Scenes; References; Index.
Local Note eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America
Subject Pattern perception.
Pattern perception.
Pattern recognition systems.
Pattern recognition systems.
Genre/Form Electronic books.
Added Author Miller, Michael I.
Other Form: Print version: Grenander, Ulf. Pattern theory. Oxford : Oxford University Press, 2007 9780198505709 0198505701 (DLC) 2007274231 (OCoLC)65467603
ISBN 9780191523113 (electronic book)
0191523119 (electronic book)
1280753854
9781280753855
0198505701 (Cloth)
9780198505709 (hardback)
9780199297061 (paperback)
0199297061 (paperback)