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SASInstitute A00-255 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Sources | 20–25% | - Explore and assess data sources - Modify and prepare source data for modeling - Create data sources from SAS tables |
| Topic 2: Predictive Model Assessment and Implementation | 25–30% | - Adjust for oversampling and sampling methods - Evaluate performance via profit/loss and comparison - Apply appropriate fit statistics - Score and deploy models |
| Topic 3: Building Predictive Models | 35–40% | - Build models using regression techniques - Understand predictive modeling concepts - Build models using decision trees - Build models using neural networks |
| Topic 4: Pattern Analysis | 10–15% | - Interpret pattern discovery results - Identify clusters and segments |
SASInstitute SAS Predictive Modeling Using SAS Enterprise Miner 14 Sample Questions:
1. 1. Create a project named Insurance, with a diagram named Explore.
2. Create the data source, DEVELOP, in SAS Enterprise Miner. DEVELOP is in the directory c:\workshop\Practice.
3. Set the role of all variables to Input, with the exception of the Target variable, Ins (1= has insurance, 0= does not have insurance).
4. Set the measurement level for the Target variable, Ins, to Binary.
5. Ensure that Branch and Res are the only variables with the measurement level of Nominal.
6. All other variables should be set to Interval or Binary.
7. Make sure that the default sampling method is random and that the seed is 12345.
What is the mean credit card balance (CCBal) of the customers with a variable annuity?
Response:
A) $11,142.45
B) $8,711.65
C) $0.00
D) $9,586.55
2. Consider a binary target variable. Assume Accuracy is the desired assessment measure. Accuracy is not an option in the Decision Tree node. Which assessment measure can you use as a proxy for accuracy?
Select one:
Response:
A) Average Squared Error
B) Total Profit
C) Mean Square Error
D) 1 - Misclassification Rate
3. In SAS Enterprise Miner's Decision Tree node, which of the following types of target variable can be used?
Response:
A) binary
B) nominal with any number of categories
C) all of the above
D) interval
4. The number of hidden layers in this Neural Network model is which of the following?
Response:
A) 2
B) 4 or more
C) 1
D) 3
5. Perform these tasks in SAS Enterprise Miner:
- Add a Decision Tree node after the Impute node with TARGET as the dependent variable and all other input variables as independent variables (main effects only). Configure the decision tree to use 1 for Number of Surrogate Rules and Largest for Method in Subtree. Do not change any other property of the Decision Tree node.
- Add another Neural Network node after the decision tree with TARGET as the dependent variable and all other input variables as independent variables (main effects only). Configure the Neural Network model to use Average Error for Model Selection Criterion. Do not change any other property for the Neural Network node. Run the process flow.
How many leaves are there in the decision tree?
Response:
A) 21 or more
B) 11-15
C) 1-10
D) 16-20
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: B |
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