Joshua T Vogelstein

Robust Vertex Classification

2015 · IEEE Transactions on Pattern Analysis and Machine Intelligence

For random graphs distributed according to stochastic blockmodels, a special case of latent position graphs, adjacency spectral embedding followed by appropriate vertex classification is asymptotically Bayes optimal; but this approach requires knowledge of and critically …

Deep learning for brains?: Different linear and nonlinear scaling in UK Biobank brain images vs. machine-learning datasets

2019 · bioRxiv (Cold Spring Harbor Laboratory)

Abstract In recent years, deep learning has unlocked unprecedented success in various domains, especially in image, text, and speech processing. These breakthroughs may hold promise for neuroscience and especially for brain-imaging investigators who start to …