3 papers
cs.LG2021
Error-Robust Multi-View Clustering: Progress, Challenges and Opportunities
Mehrnaz Najafi, Lifang He, Philip S. Yu
With recent advances in data collection from multiple sources, multi-view data has received significant attention. In multi-view data, each view represents a different perspective…
cs.LG2021
An Introduction to Robust Graph Convolutional Networks
Mehrnaz Najafi, Philip S. Yu
Graph convolutional neural networks (GCNs) generalize tradition convolutional neural networks (CNNs) from low-dimensional regular graphs (e.g., image) to high dimensional irregular…
cs.LG2018
Error-Robust Multi-View Clustering
Mehrnaz Najafi, Lifang He, Philip S. Yu
In the era of big data, data may come from multiple sources, known as multi-view data. Multi-view clustering aims at generating better clusters by exploiting complementary and cons…