320 citations · 760 across the 27 of their papers we have counts for
3 papers · 1 filter
Iterating marginalized Bayes maps for likelihood maximization with application to nonlinear panel models
Jesse Wheeler, Aaron J. Abkemeier, Edward L. Ionides
Complex dynamic systems can be investigated by fitting mechanistic stochastic dynamic models to time series data. In this context, commonly used Monte Carlo inference procedures fo…
Poisson Approximate Likelihood versus the block particle filter for a spatiotemporal measles model
Kunyang He, Yize Hao, Edward L. Ionides
Filtering algorithms for high-dimensional nonlinear non-Gaussian partially observed stochastic processes provide access to the likelihood function and hence enable likelihood-based…
Mechanistic models for panel data: Analysis of ecological experiments with four interacting species
Bo Yang, Jesse Wheeler, Meghan A. Duffy +2
In an ecological context, panel data arise when time series measurements are made on a collection of ecological processes. Each process may correspond to a spatial location for fie…