Hidden Markov models identify major movement modes in accelerometer and magnetometer data from four albatross species.
Melinda G ConnersThéo MichelotEleanor I HeywoodRachael A OrbenRichard A PhillipsAlexei L VyssotskiScott A ShafferLesley H ThornePublished in: Movement ecology (2021)
The use of IMUs in behavioral studies produces large data sets, necessitating the development of computationally-efficient methods to automate behavioral classification in order to synthesize and interpret underlying patterns. HMMs provide an accessible and robust framework for analyzing complex IMU datasets and comparing behavioral variation among taxa across habitats, time and space.