Kaspar Riesen

(Author)

Structural Pattern Recognition with Graph Edit Distance: Approximation Algorithms and Applications (Softcover Reprint of the Original 1st 2015)Paperback - Softcover Reprint of the Original 1st 2015, 30 March 2018

Structural Pattern Recognition with Graph Edit Distance: Approximation Algorithms and Applications (Softcover Reprint of the Original 1st 2015)
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Part of Series
Advances in Computer Vision and Pattern Recognition
Print Length
158 pages
Language
English
Publisher
Springer
Date Published
30 Mar 2018
ISBN-10
3319801015
ISBN-13
9783319801018

Description

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.

Product Details

Author:
Kaspar Riesen
Book Edition:
Softcover Reprint of the Original 1st 2015
Book Format:
Paperback
Country of Origin:
NL
Date Published:
30 March 2018
Dimensions:
23.39 x 15.6 x 0.94 cm
ISBN-10:
3319801015
ISBN-13:
9783319801018
Language:
English
Location:
Cham
Pages:
158
Publisher:
Weight:
254.01 gm

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