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1. What is the purpose of deriving a cluster ID variable in cluster analysis?
A) To assign cluster labels to data points
B) To calculate the distance between clusters
C) To set parallel coordinate properties
D) To create a scatter plot of data points
2. How are split points determined in a decision tree?
A) By minimizing the number of leaf nodes
B) Based on the order of appearance in the dataset
C) By maximizing information gain or Gini impurity reduction
D) Randomly assigned
3. When combining multiple categories into fewer levels in SAS Visual Analytics, what technique is often used?
A) Variable transformation
B) Binning or grouping
C) Data imputation
D) Principal Component Analysis (PCA)
4. When assessing the quality of a linear regression model, what does a low p-value associated with the F-statistic suggest?
A) The model has a significant overall explanatory power.
B) The model is a poor fit for the data.
C) The model has a weak linear relationship with the response.
D) The model has a high level of multicollinearity.
5. Refer to the exhibits:

An analyst has created a cluster model based on the settings in Exhibit 1 and chose to derive a cluster ID variable.
Why are there 6 cluster IDs in Exhibit 2 based on these settings?
A) Variable Standardization has been chosen.
B) There are observations with missing values.
C) Cluster Diagram Visible Roles setting is 6.
D) Parallel Coordinates Visible Roles setting is 6.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: B |
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