Group Project

COMP4222 others’ project

Preface & Reference

Tutorial

feature engineering → representation learning

TOC

Ch1 Graph ML

Graph Theory

Data are often structured, https://web.media.mit.edu/~xdong/talk/BDI_GSP.pdf

Classical ML tasks in networks:

• Node classification: Predict a type of a given node
• Link prediction: Predict whether two nodes are linked
• Community detection: Identify densely linked clusters of nodes
• Network similarity: How similar are two (sub)networks

alway keep the applications in mind!

Case1 PageRank

PageRank

Case2 Network Representation Learning