5 citations · 14 across the 20 of their papers we have counts for
3 papers · 2 filters
Nonparametric Deconvolution and Denoising using Simulation Based Inference
Ritwik Vashistha, Abhra Sarkar, Arya Farahi
Latent signals are often obscured by measurement noise, yet encode the underlying laws and dynamics of complex systems; learning both the signals and their distributions remains a…
Convolutional Maximum Mean Discrepancy for Inference in Noisy Data
Ritwik Vashistha, Jeff M. Phillips, Abhra Sarkar +1
Modern data analyses frequently encounter settings where samples of variables are contaminated by measurement error. Ignoring measurement noise can substantially degrade statistica…
Bayesian Semiparametric Multivariate Density Regression with Coordinate-Wise Predictor Selection
Giovanni Toto, Peter Müller, Abhra Sarkar
We propose a flexible Bayesian approach for estimating the joint density of a multivariate random variable of interest in the presence of categorical covariates. Leveraging a Gauss…