98 citations · 527 across the 30 of their papers we have counts for
4 papers · 1 filter
Online Graph-Adaptive Learning with Scalability and Privacy
Yanning Shen, Geert Leus, Georgios B. Giannakis
Graphs are widely adopted for modeling complex systems, including financial, biological, and social networks. Nodes in networks usually entail attributes, such as the age or gender…
Semi-Blind Inference of Topologies and Dynamical Processes over Graphs
Vassilis N. Ioannidis, Yanning Shen, Georgios B. Giannakis
Network science provides valuable insights across numerous disciplines including sociology, biology, neuroscience and engineering. A task of major practical importance in these app…
Canonical Correlation Analysis of Datasets with a Common Source Graph
Jia Chen, Gang Wang, Yanning Shen +1
Canonical correlation analysis (CCA) is a powerful technique for discovering whether or not hidden sources are commonly present in two (or more) datasets. Its well-appreciated meri…
Nonlinear Dimensionality Reduction on Graphs
Yanning Shen, Panagiotis A. Traganitis, Georgios B. Giannakis
In this era of data deluge, many signal processing and machine learning tasks are faced with high-dimensional datasets, including images, videos, as well as time series generated f…