Graph Kernel Function

A Graph Kernel Function is a Kernel Function that is defined over a Graph.

• See: Relational Data Kernel Function, Tuple Kernel Function, Vector Kernel Function.

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References

2011

• (Gartner, Horvath, & Wrobel, 2011) ⇒ Thomas Gartner; Tamas Horvath; Stefan Wrobel. (2011). “Graph Kernels.” In: (Sammut & Webb, 2011) p.467

2009

• S V N Vishwanathan. (2009). “Graph Kernels." Talk. http://www.stat.purdue.edu/~vishy/talks/Graphs.pdf

2005

• (Borgwardt et al., 2005) ⇒ Karsten M. Borgwardt, Cheng Soon Ong, Stefan Schönauer, S.V.N.Vishwanathan, Alex J. Smola, and Hans-Peter Kriegel. (2005). “Protein function prediction via graph kernels”. In: ISMB (Supplement of Bioinformatics), 21(Suppl 1). doi:10.1093/bioinformatics/bti1007

2003

• (Cumby and Roth, 2003c) ⇒ Chad Cumby, and Dan Roth. (2003). “On Kernel Methods for Relational Learning.” In: Proceedings of ICML Conference (ICML 2003).
• (Gärtner et al., 2003) ⇒ Thomas Gärtner, Peter Flach, and Stefan Wrobel. (2003). “On Graph Kernels: Hardness Results and Efficient Alternatives."

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