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SASInstitute Modeling Using SAS Visual Statistics Sample Questions (Q165-Q170):

NEW QUESTION # 165
Cluster Analysis in SAS Visual Statistics is categorized as which type of machine learning?

A. Unsupervised learning
B. Reinforcement learning
C. Supervised learning
D. Semi-supervised learning

Answer: A

NEW QUESTION # 166
How is the KS Statistic typically used when interpreting an ROC chart?

A. To assess the balance between sensitivity and specificity
B. To evaluate the overall performance of a classification model
C. To identify the optimal prediction cut-off threshold
D. To measure the area under the ROC curve

Answer: A

NEW QUESTION # 167
How are predictions formulated for a decision tree when a new data point is presented to the model?

A. By following a path through the tree to a leaf node and returning the majority class or mean value of that node
B. By calculating the Euclidean distance to all tree nodes and selecting the closest one
C. By averaging the values of all leaf nodes
D. By using a weighted sum of all decision rules in the tree

Answer: A

NEW QUESTION # 168
When examining the Cluster Summary tab, what information is typically available?

A. The number of variables in the analysis
B. Statistics for each cluster, such as mean and standard deviation
C. The decision tree structure for each cluster
D. The number of iterations performed during clustering

Answer: B

NEW QUESTION # 169
In logistic regression modeling, how is the probability of an event typically estimated?

A. By applying the link function to the linear predictor
B. By assigning roles to variables
C. By calculating the mean of the predictor variables
D. By fitting a linear regression model to the data

Answer: A

NEW QUESTION # 170
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