0.25
0.5
0.75
1.25
1.5
1.75
2
Predicting Horse Fearfulness Applying Supervised Machine Learning Methods
Published on Oct 12, 202314 Views
Chapter list
Predicting Horse Fearfulness Applying Supervised Machine Learning Methods00:00
Return of mares and foals from the pastures00:39
The main goal of the project01:39
Markers of head and body measurements of Lipizzan horses.02:21
Markers of body measurements of Lipizzan horses.02:36
Some features of anatomical measurements of Lipizzan horses (initial data).02:53
Kinematic measurements and information about horses’ housing and work.03:27
The series of fear tests were conducted as part of the project about Lipizzan horses personality.04:42
Ethogram of motor reactivity for the definition of fear scores04:50
Sum of the fear score test by repetitions05:23
Fragment of correlation matrix of the anatomical features of Lipizzan horses06:25
Lists of removed features07:16
Machine learning methods and algorithms for solving classification task for predicting horse fearfulness07:35
The accuracy of prediction of the horses' fear level of the different algorithms with different sets of features08:11
Feature importance (LOOCV) Feature importance (all instances)10:31
Decision Tree trained on all the instances11:59
Thanks for your attention!12:30