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Item Details
Title: STRUCTURAL PATTERN RECOGNITION WITH GRAPH EDIT DISTANCE
APPROXIMATION ALGORITHMS AND APPLICATIONS
By: Kaspar Riesen
Format: Hardback

List price: £89.99


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ISBN 10: 3319272519
ISBN 13: 9783319272511
Publisher: SPRINGER INTERNATIONAL PUBLISHING AG
Pub. date: 9 January, 2016
Edition: 1st ed. 2015
Series: Advances in Computer Vision and Pattern Recognition
Pages: 158
Synopsis: 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.
Illustrations: 4 Tables, color; 28 Tables, black and white; 24 Illustrations, color; 4
Publication: Switzerland
Imprint: Springer International Publishing AG
Returns: Returnable
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