## Generated by BioDiscML (Leclercq et al. 2018)##
# Project: cns
# ID: trees.HoeffdingTree_AUC_FB_11_0.9333_110
# Classifier: trees.HoeffdingTree  -L 2 -S 1 -E 1.0E-7 -H 0.05 -M 0.01 -G 200.0 -N 0.0
# Optimizer: AUC
# Feature search mode: FB

# 10 fold cross validation performance
ACC: 0.9333
AUC: 1
AUPRC: 1
TPR: 0.9333
TNR: 0.9641
MCC: 0.8682
BER: 0.0513
FPR: 0.0359
FNR: 0.0667
PPV: 0.944
FDR: 0.056
recall: 0.9333
Fscore: 0.9344
kappa: 0.8596
matrix: [21 0] [4 35] 

# LOOCV (Leave-One-Out Cross Validation) performance
ACC: 0.9167
AUC: 1
AUPRC: 1
TPR: 0.9167
TNR: 0.9551
MCC: 0.8391
BER: 0.0641
FPR: 0.0449
FNR: 0.0833
PPV: 0.9327
FDR: 0.0673
recall: 0.9167
Fscore: 0.9182
kappa: 0.8264
matrix: [21 0] [5 34] 

#Repeated Holdout evaluation performance on TRAIN set, 100 times weighted average (and standard deviation) on random seeds
Average weighted ACC: 0.91
Average weighted AUC: 0.973
Average weighted AUPRC: 0.984
Average weighted SEN: 0.91
Average weighted SPE: 0.933
Average weighted MCC: 0.815
Average weighted BER: 0.074

#Bootstrap evaluation performance on TRAIN set, 100 times weighted average (and standard deviation) on random seeds
Average weighted ACC: 0.911
Average weighted AUC: 0.982
Average weighted AUPRC: 0.984
Average weighted SEN: 0.911
Average weighted SPE: 0.924
Average weighted MCC: 0.819
Average weighted BER: 0.082

#Bootstrap .632+ rule calculated on TRAIN set, 100 folds with random seeds
0.096

# Selected Attributes	(Total attributes:11). Occurrences are shown if you chose combined model
AFFX-CreX-3_st
HG2417-HT2513_at
L13923_at
M18728_at
M55593_at
M63962_rna1_at
U37673_at
U41737_at
U43747_s_at
X54938_at
X80230_at

# Attribute ranking by merit calculated by information gain
0.234	M55593_at 
0.218	L13923_at 
0.188	U43747_s_at 
0.187	U37673_at 
0.178	U41737_at 
0.172	M18728_at 
0.172	AFFX-CreX-3_st 
0.172	M63962_rna1_at 
0.172	HG2417-HT2513_at 
0.162	X54938_at 
0.157	X80230_at 

# Correlated features (Spearman)
FeatureInSignature	SpearmanCorrelationScore	CorrelatedFeature
#nothing found !

# Correlated features (Pearson)
FeatureInSignature	SpearmanCorrelationScore	CorrelatedFeature
#nothing found !


## End of file ##