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Structural Pattern Recognition with Graph Edit Distance

Structural Pattern Recognition with Graph Edit Distance

Approximation Algorithms and Applications

by Kaspar Riesen
Paperback
Publication Date: 30/03/2018

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This unique text/reference presents a thorough introduction to the field of structural pattern recognition, with a particular focus on graph edit distance (GED). The book also provides a detailed review of a diverse selection of novel methods related to GED, and concludes by suggesting possible avenues for future research. Topics and features: formally introduces the concept of GED, and highlights the basic properties of this graph matching paradigm; describes a reformulation of GED to a quadratic assignment problem; illustrates how the quadratic assignment problem of GED can be reduced to a linear sum assignment problem; reviews strategies for reducing both the overestimation of the true edit distance and the matching time in the approximation framework; examines the improvement demonstrated by the described algorithmic framework with respect to the distance accuracy and the matching time; includes appendices listing the datasets employed for the experimental evaluations discussed in the book.
ISBN:
9783319801018
9783319801018
Category:
Computer vision
Format:
Paperback
Publication Date:
30-03-2018
Publisher:
Springer International Publishing AG
Country of origin:
Switzerland
Pages:
158
Dimensions (mm):
235x155x9mm
Weight:
0.45kg

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