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SASInstitute A00-255 Exam Syllabus Topics:

SectionWeightObjectives
Pattern Analysis10-15%- Segmentation and Association Analysis
  • 1. Perform association analysis
  • 2. Perform sequence analysis and market basket analysis
  • 3. Identify clusters using Cluster and Segment Profile nodes
Data Sources20-25%- Prepare Source Data
  • 1. Modify source data
  • 2. Prepare data for predictive modeling
- Create and Explore Data Sources
  • 1. Explore and assess data sources
  • 2. Create data sources from SAS tables in Enterprise Miner
Building Predictive Models35-40%- Model Development
  • 1. Build regression models
  • 2. Describe predictive modeling concepts and terminology
  • 3. Build neural network models
  • 4. Build decision tree models
Predictive Model Assessment and Implementation25-30%- Model Evaluation
  • 1. Select appropriate fit statistics
  • 2. Compare models using Model Comparison node
  • 3. Use decision processing for oversampling adjustment
  • 4. Assess model performance using profit and loss information
- Model Deployment
  • 1. Score data sets within Enterprise Miner

SASInstitute SAS Predictive Modeling Using SAS Enterprise Miner 14 Sample Questions:

1. Perform these tasks in SAS Enterprise Miner:
- Use the Regression node to build another regression model with TARGET as the dependent variable and all other input variables as independent variables (main effects only).
- Configure the regression model to use Stepwise for Selection Model and Validation Error for Selection Criteri a. Do not change any other property for the regression model.
For the validation data, in what range does cumulative percent captured response at the 60th percentile lie?
Response:

A) 75 or more
B) 50-74.99
C) 0-24.99
D) 25-49.99


2. Look over the output from the Neural Network model. Which of the following statement(s) is (are) true?
Response:

A) The optimization for the model has not been completed.
B) The model has too few input variables.
C) All of the above
D) The misclassification error for the test data is 0.154255.


3. What is the kurtosis value for the variable TLDel60Cnt24?
Response:

A) between 10 and 13.99
B) less than 10
C) 17 or higher
D) between 14 and 16.99


4. 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) 1 - Misclassification Rate
D) Mean Square Error


5. Open the diagram labeled Practice A within the project labeled Practice A. Perform the following in SAS Enterprise Miner:

1. Set the Clustering method to Average.
2. Run the Cluster node.
What is the Cubic Clustering Criterion statistic for this clustering?
Response:

A) 67409.93
B) 14.69
C) 5.00
D) 5862.76


Solutions:

Question # 1
Answer: A
Question # 2
Answer: A
Question # 3
Answer: D
Question # 4
Answer: C
Question # 5
Answer: B

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