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Choosing the best set of hyperparameters based on:
algorithm
days
yesterday
the past
exponential
the average over the
caret
n days
moving average
whole training set
1
14.50
14.38
14.48
14.42
14.34
lm
3
14.80
14.96
14.86
14.95
14.80
7
15.11
15.17
15.22
15.33
15.13
1
15.97
14.49
15.08
14.46
14.30
gbm
3
15.38
14.63
14.86
14.67
14.53
7
15.43
14.79
14.93
14.78
14.86
1
14.49
14.34
14.38
14.35
14.48
glmnet
3
14.81
14.79
14.82
14.75
14.77
7
14.98
15.11
14.94
15.16
15.09
1
15.86
15.47
15.74
15.79
15.42
knn
3
16.13
15.78
15.92
16.02
15.57
7
16.70
16.05
16.45
16.52
15.89
1
14.62
14.46
14.54
14.79
14.45
rf
3
14.66
14.55
14.54
15.15
14.53
7
14.93
14.61
14.62
15.53
14.67
