Christopher K. Wikle

Generating Partially Synthetic Geocoded Public Use Data with Decreased Disclosure Risk by Using Differential Smoothing

2018 · Journal of the Royal Statistical Society Series A (Statistics in Society)

Summary When collecting geocoded confidential data with the intent to disseminate, agencies often resort to altering the geographies before making data publicly available. An alternative to releasing aggregated and/or perturbed data is to release synthetic …

REDS: Random ensemble deep spatial prediction

2022 · Environmetrics

Abstract There has been a great deal of recent interest in the development of spatial prediction algorithms for very large datasets and/or prediction domains. These methods have primarily been developed in the spatial statistics community, …