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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: SAS Visual Statistics Cross-functional Tasks | 22% | - Use interactive group-by functionality - Perform model validation - Filter data used for a model - Prepare data using SAS Visual Analytics |
| Topic 2: Building and Assessing Segmentation Models | 28% | - Analyze and interpret cluster results - Assess and interpret decision tree performance - Perform supervised segmentation using decision trees - Perform unsupervised segmentation using cluster analysis |
| Topic 3: Model Comparison and Scoring | 9% | - Apply models to score new data - Compare multiple models using fit statistics |
| Topic 4: Building and Assessing Regression-type Models | 41% | - Perform generalized linear regression modeling - Assess model fit and diagnostics - Explain concepts of linear models - Perform nonparametric logistic regression modeling - Perform generalized additive modeling - Perform linear regression modeling |
1. How can you derive a leaf ID for use in other models or analyses based on a decision tree?
A) By concatenating the decision rules leading to a leaf node
B) By extracting the node IDs of all leaf nodes
C) By applying a clustering algorithm to leaf node values
D) By calculating the distance between data points and leaf nodes
2. In cluster analysis, what does the term "centroid" refer to?
A) The minimum distance between two clusters
B) The total number of data points in a cluster
C) The center point of a cluster in the feature space
D) The number of variables used in the analysis
3. What are variable selection methods for decision trees used to determine the most important features?
A) F-test for feature significance
B) Information gain or Gini impurity reduction
C) Principal Component Analysis (PCA)
D) Recursive feature elimination
4. What is the primary purpose of modeling effects in linear regression?
A) To identify outliers in the data
B) To calculate the p-values of the predictors
C) To capture the relationship between predictors and the response variable
D) To assess multicollinearity among predictors
5. You want to use a generalized linear model to predict donation amount from a set of demographics predictors. Donation amount is known to be right-skewed, with many non-donors (donation amount = 0).
Which settings in the Generalized Linear Model task are most appropriate for modeling this response?
A)
B)
C)
D) 
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: D |
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