Ningyi Liao
Ningyi Liao
Bio
Publications
Talks
Awards
Experience
Graph Algorithms
Machine Learning for Subgraph Extraction: Methods, Applications and Challenges – Community Detection & Maximum Common Subgraph
Subgraphs are obtained by extracting a subset of vertices and a sub- set of edges from the associated original graphs, and many graph …
Aug 31, 2023 10:30 — 12:00
Vancouver, Canada
Ningyi Liao
Scaling up Graph Neural Networks
Qualifying Examinations report.
Ningyi Liao
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization
A feature-oriented GNN that scales to billion-scale extremely large graphs.
Ningyi Liao
,
Dingheng Mo
,
Siqiang Luo
,
Xiang Li
,
Pengcheng Yin
A Survey on Machine Learning Solutions for Graph Pattern Extraction
A subgraph is constructed by using a subset of vertices and edges of a given graph. There exist many graph properties that are …
Kai Siong Yow
,
Ningyi Liao
,
Siqiang Luo
,
Reynold Cheng
,
Chenhao Ma
,
Xiaolin Han
Network Compression in Federated Machine Learning
Qualifying Examinations report.
Ningyi Liao
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