Biodiversity Research Seminar Series (BRS)
BRS Vianey Leos Barajas: Fitting hidden Markov models to ecological time series
November 3, 2021, 12:00 pm to 1:00 pm
host: Wolkovich Lab
Title: Fitting hidden Markov models to ecological time series
Abstract: Hidden Markov models (HMMs) are an increasingly popular statistical framework for the modeling of ecological time series as they assume that observations are manifestations of an underlying state process that functions as a proxy for behaviors of interest. For this reason, they have been used for identification of (unobserved) animal behaviors from telemetry data. However, fitting HMMs to data results in a mix of computational and statistical challenges not typically seen with other models. In this talk I will cover some of the most common challenges associated with fitting HMMs to ecological time series, how they can affect our inferences of ecological dynamics, but demonstrate why they are still a highly useful modeling framework.
Topic: Biodiversity Research Seminar
Start Time: Nov 3, 2021 11:45 AM
Meeting Recording:
https://ubc.zoom.us/rec/share/-jG_J8lhSjvfnaUpOQIAo1_2RuVl4Byoj74cfHwOI…
Access Passcode: .9wjWNJ2