77 citations · 154 across the 17 of their papers we have counts for
3 papers · 1 filter
Differentially Private Statistical Inference through -Divergence One Posterior Sampling
Jack Jewson, Sahra Ghalebikesabi, Chris Holmes
Differential privacy guarantees allow the results of a statistical analysis involving sensitive data to be released without compromising the privacy of any individual taking part.…
Bayesian Sparse Vector Autoregressive Switching Models with Application to Human Gesture Phase Segmentation
Beniamino Hadj-Amar, Jack Jewson, Marina Vannucci
We propose a sparse vector autoregressive (VAR) hidden semi-Markov model (HSMM) for modeling temporal and contemporaneous (e.g. spatial) dependencies in multivariate nonstationary…
On the Stability of General Bayesian Inference
Jack Jewson, Jim Q. Smith, Chris Holmes
We study the stability of posterior predictive inferences to the specification of the likelihood model and perturbations of the data generating process. In modern big data analyses…