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SASInstitute A00-485 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Machine Learning Methods in Visual Statistics | - Decision trees and random forests concepts - Clustering techniques |
| Topic 2: Data Preparation and Exploration in SAS Viya | - Exploratory data analysis and visualization - Loading and preparing data for Visual Statistics |
| Topic 3: Predictive Modeling Fundamentals | - Model selection and comparison techniques - Regression modeling concepts
|
| Topic 4: Model Evaluation and Interpretation | - Assessing model performance - Interpreting model outputs and reports |
SASInstitute Modeling Using SAS Visual Statistics Sample Questions:
Question 1
How can you interpret a Tree Map in the context of a decision tree?
A. It shows the decision boundaries between classes.
B. It displays the hierarchical structure of the decision tree.
C. It visualizes the distribution of data points in leaf nodes.
D. It summarizes the performance metrics of the decision tree.
Question 2
What is the primary purpose of concordance statistics in model comparison?
A. To calculate the p-values of predictor variables
B. To assess the multicollinearity among predictors
C. To evaluate the relationship between two predictor variables
D. To measure the balance between sensitivity and specificity
Question 3
In a generalized linear model, what is the role of the link function in transforming the linear predictor?
A. It determines the distribution of the response variable.
B. It scales the predictor variables.
C. It maps the linear predictor to the range of the response variable.
D. It ensures that the linear predictor is always positive.
Question 4
Interactions can be created and added to a linear regression model.
Which statement is true about interactions?
A. Measures and categories can be combined to create an interaction.
B. An interaction can be created for a squared category variable.
C. Each interaction is limited to 3 effects or fewer.
D. The maximum number of interactions allowed in a model is 3.
Question 5
Interactive group-by analysis can be performed for each of the following in Visual Statistics except:
A. Logistic regression
B. Decision tree
C. Generalized linear model
D. Linear regression
Solutions:
| Question 1 Answer: B,C | Question 2 Answer: D | Question 3 Answer: C | Question 4 Answer: A | Question 5 Answer: B |

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