دانلود کتاب Getting started with SAS Enterprise Miner 5.2

فهرست مطالب :

Contents......Page 4
Data Mining Overview......Page 6
About the Graphical Interface......Page 7
Enterprise Miner Menus......Page 9
About Nodes......Page 12
Sample Nodes......Page 13
Explore Nodes......Page 14
Modify Nodes......Page 16
Model Nodes......Page 17
Assess Nodes......Page 19
Usage Rules for Nodes......Page 20
Example Problem Description......Page 21
Software Requirements......Page 22
Configure Your Data on an Enterprise Miner Complete Client......Page 23
Create a New Project......Page 26
Specify the Data Type......Page 28
Select a SAS Table......Page 29
Configure the Metadata......Page 31
Define Prior Probabilities and a Profit Matrix......Page 37
Create a Diagram......Page 40
Other Useful Tasks and Tips......Page 41
Identify Input Data......Page 42
Generate Descriptive Statistics......Page 43
Create Exploratory Plots......Page 47
Partition the Raw Data......Page 48
Replace Missing Data......Page 50
Basic Decision Tree Terms and Results......Page 56
Create a Decision Tree......Page 57
About the Tree Desktop Application......Page 68
Invoke the Application......Page 69
Assign Prior Probabilities......Page 71
Create the First Interactive Split......Page 73
Add Additional Node Statistics......Page 74
Shade the Nodes by Profit......Page 76
Define the Second Split......Page 77
Create a Multi-Way Split......Page 78
Prune a Node from the Tree......Page 82
Train the Tree in Automatic Mode......Page 83
View the Tree Results......Page 84
View the Tree in the Java Tree Results Viewer of Enterprise Miner......Page 87
About Missing Values......Page 90
Impute Missing Values......Page 91
View Variable Distribution Plots......Page 92
Add a Variable Transformation......Page 94
Apply Standard Variable Transformations......Page 101
Overview......Page 103
Create Histograms of Transformed Variables......Page 104
Set Regression Properties......Page 108
Preliminary Variable Selection......Page 109
Overview......Page 110
Add a Neural Network......Page 111
Add an AutoNeural Model......Page 112
Compare Models......Page 114
Overview......Page 117
Define Data Source for Scoring......Page 118
Add Score Data and Score Node to Diagram......Page 119
Add a SAS Code Node......Page 123
Create Model Packages......Page 128
Use the SAS Package Reader to View Model Results......Page 131
View the Score Code......Page 134
Register Models......Page 135
Save and Import Diagrams in XML......Page 137
Recommended Reading......Page 140
Example Data Description......Page 142
Glossary......Page 144
Index......Page 150