ASPRS Announces First 2021 GeoByte! Published January 22, 2021 January 29th at 12 Noon ET Presenter: Eric Delmelle Infectious diseases have complex transmission cycles, and effective public health responses require the ability to monitor outbreaks in a timely manner. Space-time statistics facilitate the discovery of disease dynamics including rate of spread and seasonal cyclic patterns, but are computationally demanding, especially for datasets of increasing size, diversity and availability. In this presentation, I will discuss high-performance computation techniques for the rapid detection of space-time patterns of vector-borne diseases in urban areas, with an application to Cali, Colombia. Three-dimensional visualization techniques will be presented to gain insight in the shape of these space-time patterns.