2 papers
cs.LG2024
Fast and Scalable Multi-Kernel Encoder Classifier
Cencheng Shen
This paper introduces a new kernel-based classifier by viewing kernel matrices as generalized graphs and leveraging recent progress in graph embedding techniques. The proposed meth…
stat.ML2024
Encoder Embedding for General Graph and Node Classification
Cencheng Shen
Graph encoder embedding, a recent technique for graph data, offers speed and scalability in producing vertex-level representations from binary graphs. In this paper, we extend the…