44 citations · 157 across the 31 of their papers we have counts for
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stat.ML2018★ 3 cited
Clustering Time Series with Nonlinear Dynamics: A Bayesian Non-Parametric and Particle-Based Approach
Alexander Lin, Yingzhuo Zhang, Jeremy Heng +4
We propose a general statistical framework for clustering multiple time series that exhibit nonlinear dynamics into an a-priori-unknown number of sub-groups. Our motivation comes f…
stat.ML2018
Multitaper Spectral Estimation HDP-HMMs for EEG Sleep Inference
Leon Chlon, Andrew Song, Sandya Subramanian +4
Electroencephalographic (EEG) monitoring of neural activity is widely used for sleep disorder diagnostics and research. The standard of care is to manually classify 30-second epoch…