17 citations · 17 across the 4 of their papers we have counts for
4 papers · 1 filter
Spatio-Temporal Disaggregation with Changing Areal Boundaries
Noah Ripstein, Patrick Brown, Jamie Stafford
Small area estimation and disease mapping increasingly rely on areal data where reporting boundaries change over time. We develop a computationally efficient spatio-temporal disagg…
Efficient Modeling of Quasi-Periodic Data with Seasonal Gaussian Process
Ziang Zhang, Patrick Brown, Jamie Stafford
Quasi-periodicity refers to a pattern in a function where it appears periodic but has evolving amplitudes over time. This is often the case in practical settings such as the modeli…
Model-based Smoothing with Integrated Wiener Processes and Overlapping Splines
Ziang Zhang, Alex Stringer, Patrick Brown +1
In many applications that involve the inference of an unknown smooth function, the inference of its derivatives will often be just as important as that of the function itself. To m…
Fast, Scalable Approximations to Posterior Distributions in Extended Latent Gaussian Models
Alex Stringer, Patrick Brown, Jamie Stafford
We define a novel class of additive models, called Extended Latent Gaussian Models, that allow for a wide range of response distributions and flexible relationships between the add…