AUTHOREA
Log in Sign Up Browse Preprints
BROWSE LOG IN SIGN UP
Hui Yu
Hui Yu
Joined Nov 2020

Public Documents 1
R package for animal behaviour classification from accelerometer data - rabc
Hui Yu
Marcel Klaassen

Hui Yu

and 1 more

November 21, 2020
Increasingly animal behaviour studies are enhanced through the use of accelerometry. To allow translation of raw accelerometer data to animal behaviours requires the development of classifiers. Here, we present the “rabc” package to assist researchers with the interactive development of such animal-behaviour classifiers based on datasets consisting out of accelerometer data with their corresponding animal behaviours. Using an accelerometer and a corresponding behavioural dataset collected on white stork (Ciconia ciconia), we illustrate the workflow of this package, including raw data visualization, feature calculation, feature selection, feature visualization, extreme gradient boost model training, validation, and, finally, a demonstration of the behaviour classification results.
Authorea
  • Home
  • About
  • Product
  • Preprints
  • Pricing
  • Blog
  • Twitter
  • Help
  • Terms