104 citations · 298 across the 20 of their papers we have counts for
3 papers · 1 filter
Nonparametric and Regularized Dynamical Wasserstein Barycenters for Sequential Observations
Kevin C. Cheng, Shuchin Aeron, Michael C. Hughes +1
We consider probabilistic models for sequential observations which exhibit gradual transitions among a finite number of states. We are particularly motivated by applications such a…
Fix-A-Step: Semi-supervised Learning from Uncurated Unlabeled Data
Zhe Huang, Mary-Joy Sidhom, Benjamin S. Wessler +1
Semi-supervised learning (SSL) promises improved accuracy compared to training classifiers on small labeled datasets by also training on many unlabeled images. In real applications…
Easy Variational Inference for Categorical Models via an Independent Binary Approximation
Michael T. Wojnowicz, Shuchin Aeron, Eric L. Miller +1
We pursue tractable Bayesian analysis of generalized linear models (GLMs) for categorical data. Thus far, GLMs are difficult to scale to more than a few dozen categories due to non…