Document worth reading: “Graph Kernels: A Survey”

Graph kernels have attracted various consideration during the last decade, and have superior proper right into a shortly creating division of finding out on structured data. During the earlier 20 years, the considerable evaluation train that occurred inside the topic resulted inside the development of dozens of graph kernels, each specializing particularly structural properties of graphs. Graph kernels have confirmed worthwhile in quite a lot of domains, ranging from social networks to bioinformatics. The goal of this survey is to produce a unifying view of the literature on graph kernels. In particular, we present an entire overview of quite a lot of graph kernels. Furthermore, we supply out an experimental evaluation of numerous of those kernels on publicly on the market datasets, and provide a comparative analysis. Finally, we speak about key features of graph kernels, and outline some challenges that keep to be addressed. Graph Kernels: A Survey