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Table 2 Methods for assigning accelerometer waveforms to behavioral categories based on waveform statistics

From: Observing the unwatchable through acceleration logging of animal behavior

Method Representative source(s)
Manual   
  Reference patterning [34, 98, 108, 127, 171]
  Fixed-threshold [31, 57, 83, 161]
Unsupervised machine learning algorithms  
  Cluster analysis [164]
Supervised machine learning algorithms  
  Classification and regression trees [24, 77, 172]
  Random forests [55]
  Linear or quadratic discriminant analysis [55, 132, 149]
  Logistic regression [55, 148]
  Support vector machines [162, 172]
  Artificial neural networks [55, 172]