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Table 3 STRAT cross-validation results

From: Behavioural compass: animal behaviour recognition using magnetometers

Sensor

Vigilance

Resting

Foraging

Running

Overall Accuracy (%)

Sen.

(%)

Spec.

(%)

Prec.

(%)

Sen.

(%)

Spec.

(%)

Prec.

(%)

Sen.

(%)

Spec.

(%)

Prec.

(%)

Sen.

(%)

Spec.

(%)

Prec.

(%)

Magnetometer

97

98.6

97.8

84.4

99.4

87.1

98.8

97.2

97.8

83.1

99.9

93.9

97.3

Accelerometer

97.1

98.8

98.1

85

99.4

87.1

99.3

97.8

98.3

85.9

99.9

92.1

97.7

  1. The performance of the SVM-SVM-SVM hybrid model with magnetometer data is benchmarked against that obtained with accelerometer data reported in [10]. SVM: Support Vector Machine