24 citations · 42 across the 9 of their papers we have counts for
4 papers · 1 filter
What you see is not what is there: Mechanisms, models, and methods for point pattern deviations
Peter Guttorp, Janine Illian, Joel Kostensalo +4
Many natural systems are observed as point patterns in time, space, or space and time. Examples include plant and cellular systems, animal colonies, earthquakes, and wildfires. In…
Validation of point process predictions with proper scoring rules
Claudio Heinrich-Mertsching, Thordis L. Thorarinsdottir, Peter Guttorp +1
We introduce a class of proper scoring rules for evaluating spatial point process forecasts based on summary statistics. These scoring rules rely on Monte-Carlo approximations of e…
Statistical inference in partially observed branching processes with application to cell lineage tracking of in vivo hematopoiesis
Jason Xu, Samson Koelle, Peter Guttorp +4
Single-cell lineage tracking strategies enabled by recent experimental technologies have produced significant insights into cell fate decisions, but lack the quantitative framework…
Likelihood-Based Inference for Discretely Observed Birth-Death-Shift Processes, with Applications to Evolution of Mobile Genetic Elements
Jason Xu, Peter Guttorp, Midori Kato-Maeda +1
Continuous-time birth-death-shift (BDS) processes are frequently used in stochastic modeling, with many applications in ecology and epidemiology. In particular, such processes can…