Graph Classification And Clustering Based On Vector Space Embedding: 77 (Series In Machine Perception And Artificial Intelligence) - Hardcover

Riesen Kaspar & Bunke Horst

 
9789814304719: Graph Classification And Clustering Based On Vector Space Embedding: 77 (Series In Machine Perception And Artificial Intelligence)
Hardcover
ISBN 10: 9814304719 ISBN 13: 9789814304719
Publisher: World Scientific Publishing, 2011

Synopsis

This book is concerned with a fundamentally novel approach to graph-based pattern recognition based on vector space embedding of graphs. It aims at condensing the high representational power of graphs into a computationally efficient and mathematically convenient feature vector.This volume utilizes the dissimilarity space representation originally proposed by Duin and Pekalska to embed graphs in real vector spaces. Such an embedding gives one access to all algorithms developed in the past for feature vectors, which has been the predominant representation formalism in pattern recognition and related areas for a long time.

"synopsis" may belong to another edition of this title.

From the Back Cover

This book is concerned with a fundamentally novel approach to graph-based pattern recognition based on vector space embedding of graphs. It aims at condensing the high representational power of graphs into a computationally efficient and mathematically convenient feature vector.

This volume utilizes the dissimilarity space representation originally proposed by Duin and Pekalska to embed graphs in real vector spaces. Such an embedding gives one access to all algorithms developed in the past for feature vectors, which has been the predominant representation formalism in pattern recognition and related areas for a long time.

"About this title" may belong to another edition of this title.

Publisher
World Scientific Publishing
Publication date
2011
Language
English
ISBN 10 
9814304719
ISBN 13 
9789814304719
Binding
Hardcover
Number of pages
330