2002 KernelsForGraphClassification

• (Kashima and Inokuchi, 2002) ⇒ Hisashi Kashima, Akihiro Inokuchii. (2002). “Kernels for graph classification.” In: ICDM Workshop on Active Mining.

Subject Headings: Kernel-based Learning Algorithm, Supervised Machine Learning Algorithm

Quotes

Abstract

“In this paper, we apply kernel methods to graph classification problems. To achieve the goal, we have to design an appropriate kernel for computing inner products for pairs of graphs represented in a feature space. We define a graph kernel by a random walk on a vertex product graph of two graphs. Some experiments on predicting properties of chemical compounds show encouraging results."

References

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2002 KernelsForGraphClassification	Hisashi Kashima Akihiro Inokuchii			Kernels for graph classification			http://www.geocities.co.jp/Technopolis/5893/publication/am02.pdf