Machine Learning on Network Data

Machine learning for data with irregular structure that we define with a network.

Graph frequency analysis of brain signals

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Human brain activities can be ideally modeled using networks and signals supported on networks. Each node in the network represents a brain region of similar functionality, signals denote the level of activity of each brain region, and the network describes structural connectivity or functional similarity. Such an interpretation motivates the application of traditional signal processing … Read more