ENGLISH

Structural Pattern Recognition with Graph Edit Distance: Approximation Algorithms and Applications

By Kaspar Riesen

Book information

Publisher
Springer
Year
2016
ISBN
9783319272528, 9783319272511, 3319272527
Language
english
Format
EPUB
Filesize
2 MB (2296816 bytes)
Pages
158\0
Library
SoftArchive
Time added
2023-07-15 08:28:46

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.

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