Deep Rényi entropy graph kernel

作者:

Highlights:

• We employ the generalized entropy to generate second-order Renyi entropy.

• We build the second-order Renyi entropy of graph.

• We define a deep Renyi entropy representation of graph.

• We define a deep Renyintropy matching graph kernel.

• The authors’ claims are supported by experimental results on graph datasets.

摘要

•We employ the generalized entropy to generate second-order Renyi entropy.•We build the second-order Renyi entropy of graph.•We define a deep Renyi entropy representation of graph.•We define a deep Renyintropy matching graph kernel.•The authors’ claims are supported by experimental results on graph datasets.

论文关键词:Shannon entropy,Rényi entropy,Deep representation,Graph kernel,Graph classification

论文评审过程:Received 12 December 2019, Revised 13 June 2020, Accepted 18 September 2020, Available online 22 September 2020, Version of Record 28 September 2020.

论文官网地址:https://doi.org/10.1016/j.patcog.2020.107668