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Item Details
Title:
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STRUCTURAL PATTERN RECOGNITION WITH GRAPH EDIT DISTANCE
APPROXIMATION ALGORITHMS AND APPLICATIONS |
By: |
Kaspar Riesen |
Format: |
Hardback |
List price:
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£89.99 |
We currently do not stock this item, please contact the publisher directly for
further information.
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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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