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SASInstitute SAS Predictive Modeling Using SAS Enterprise Miner 14 Sample Questions:
1. Perform this task using SAS Enterprise Miner:
Continue to use the same diagram. Use an Ensemble node (configure using default options) in SAS Enterprise Miner to combine all four models.
Compare the performance of the ensemble and the four models using average squared error in the validation data. Which is the best model in this comparison?
Response:
A) Neural Network
B) Decision Tree
C) Regression
D) Ensemble
2. For the variable InqCnt06, replace all values over 10.1 with the value 10. How many values are replaced?
Response:
A) 200 or higher
B) 0-99
C) 100-149
D) 150-199
3. In SAS Enterprise Miner's Decision Tree node, which of the following types of target variable can be used?
Response:
A) nominal with any number of categories
B) interval
C) binary
D) all of the above
4. Which of the following solves problems for you when you impute missing values?
Response:
A) When you impute a synthetic value, predictive information is retained.
B) When you impute a synthetic value, it eliminates the incomplete case problem.
C) When you impute a synthetic value, it replaces missing values with 1 or 0.
D) When you impute a synthetic value, each missing value becomes an input to the model.
5. Choose the correct statement that illustrates Decision Tree Split Search for continuous (interval) inputs:
Select one:
Response:
A) Each unique value has the potential of being the optimal split point, except for the extreme observation.
B) The variable goes through a binning process, the bins are weighted based on the proportion of events in each bin, and then finally tested as an optimal split point.
C) Each unique value has the potential of being the optimal split point.
D) The variable goes through a non-linear transformation, and the transformed variable is used for testing.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: C |
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