Index
A
AAE (Average Absolute Error) 227, 250
activation functions 189–195
Actual by Predicted Plot 67
Adaptive option 276
Advanced Controls 276
advanced methods
about 256
bagging 256–257
boosting 217, 257–258
concepts in 256–259
exercises 285–287
Generalized Regression models 273–285
partition 259–273
regularization 258–259
Akaike's Information Criterion (AICc) 72
algorithms
for decision trees 134
for logistic regression 103–105
for multiple linear regression 59–61
for neural networks 188–195
Alternate Cut-off Confusion Matrix Add-In 304
Analysis of Variance table 68
analytics
about 4–5
data mining and 7
Analytics Job Task Analysis 12
Analyze menu 27
Annotate tool 76
area under the curve (AUC) 164
Average Absolute Error (AAE) 227, 250
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