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Bridging the Gap Between Graph Edit Distance and Kernel Machines (Series in Machine Perception and Artificial Intelligence) [Hardcover]

By Michel Neuhaus (Author) & Horst Bunke (Author)
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Item description for Bridging the Gap Between Graph Edit Distance and Kernel Machines (Series in Machine Perception and Artificial Intelligence) by Michel Neuhaus & Horst Bunke...

In graph-based structural pattern recognition, the idea is to transform patterns into graphs and perform the analysis and recognition of patterns in the graph domain - commonly referred to as graph matching. A large number of methods for graph matching have been proposed. Graph edit distance, for instance, defines the dissimilarity of two graphs by the amount of distortion that is needed to transform one graph into the other and is considered one of the most flexible methods for error-tolerant graph matching.This book focuses on graph kernel functions that are highly tolerant towards structural errors. The basic idea is to incorporate concepts from graph edit distance into kernel functions, thus combining the flexibility of edit distance-based graph matching with the power of kernel machines for pattern recognition. The authors introduce a collection of novel graph kernels related to edit distance, including diffusion kernels, convolution kernels, and random walk kernels. From an experimental evaluation of a semi-artificial line drawing data set and four real-world data sets consisting of pictures, microscopic images, fingerprints, and molecules, the authors demonstrate that some of the kernel functions in conjunction with support vector machines significantly outperform traditional edit distance-based nearest-neighbor classifiers, both in terms of classification accuracy and running time.



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Item Specifications...


Studio: World Scientific Publishing Company
Pages   232
Est. Packaging Dimensions:   Length: 8.98" Width: 6.06" Height: 0.87"
Weight:   1.28 lbs.
Binding  Hardcover
Release Date   Sep 3, 2007
Publisher   World Scientific Publishing Company
ISBN  9812708170  
ISBN13  9789812708175  


Availability  0 units.


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Product Categories

1Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > General
2Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence
3Books > Subjects > Computers & Internet > General
4Books > Subjects > Computers & Internet > Programming > Algorithms > Fuzzy Logic



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