株式会社極東書店トップ商品一覧Structural Pattern Recognition with Graph Edit Distance: Approximation Algorithms and Applications. Softcover reprint of the original 1st ed. 2015

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Structural Pattern Recognition with Graph Edit Distance: Approximation Algorithms and Applications. Softcover reprint of the original 1st ed. 2015

Structural Pattern Recognition with Graph Edit Distance: Approximation Algorithms and Applications. Softcover reprint of the original 1st ed. 2015

・ISBN 978-3-319-80101-8 paper EUR 99.99

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お気に入り
著者・編者Riesen, Kaspar,
シリーズ (Advances in Computer Vision and Pattern Recognition)
出版社 (Springer International Publishing AG, SZ)
出版年月2018
ページ数158 pp.
言語ENG
ニュース番号<A02-50209>

解説

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 discussedin the book.