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.
Produkteigenschaften
- Artikelnummer: 9783319801018
- Medium: Buch
- ISBN: 978-3-319-80101-8
- Verlag: Springer International Publishing
- Erscheinungstermin: 30.03.2018
- Sprache(n): Englisch
- Auflage: Softcover Nachdruck of the original 1. Auflage 2015
- Serie: Advances in Computer Vision and Pattern Recognition
- Produktform: Kartoniert, Paperback
- Gewicht: 271 g
- Seiten: 158
- Format (B x H x T): 155 x 235 x 10 mm
- Ausgabetyp: Kein, Unbekannt