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SASInstitute A00-485 Exam Syllabus Topics:

SectionObjectives
Topic 1: Predictive Modeling Fundamentals- Regression modeling concepts
  • 1. Logistic regression
    • 2. Linear regression
      - Model selection and comparison techniques
      Topic 2: Machine Learning Methods in Visual Statistics- Clustering techniques
      - Decision trees and random forests concepts
      Topic 3: Model Evaluation and Interpretation- Assessing model performance
      - Interpreting model outputs and reports
      Topic 4: Data Preparation and Exploration in SAS Viya- Loading and preparing data for Visual Statistics
      - Exploratory data analysis and visualization

      SASInstitute Modeling Using SAS Visual Statistics Sample Questions:

      Question 1

      What are some properties that can be defined in a linear regression model?

      A. Coefficients, p-values, and R-squared
      B. Maximum depth and minimum leaf size
      C. Confusion matrix and accuracy
      D. Learning rate and number of iterations


      Question 2

      You would like to compare multiple models that you've built in SAS Visual Statistics.
      Which parameters must be the same for all models being compared? (choose 3)

      A. Data Source
      B. Model Type
      C. Link Function
      D. Response Variable
      E. Event Level
      F. Assessment Bins


      Question 3

      Explain what an icicle plot represents in decision tree analysis.

      A. It summarizes the performance metrics of the decision tree.
      B. It shows the feature importance for each variable in the tree.
      C. It visualizes the distribution of data points in each leaf node.
      D. It displays the hierarchical structure of the decision tree.


      Question 4

      In the context of linear regression, what does the term "linearity" refer to?

      A. The use of a straight line to model relationships
      B. The requirement for variables to be categorical
      C. The use of polynomial functions for modeling
      D. The absence of any relationship between variables


      Question 5

      In the below nonparametric logistic regression results display, where would you click to get a plot of significant continuous effects?


      Solutions:

      Question 1
      Answer: A
      Question 2
      Answer: A,D,E
      Question 3
      Answer: B,D
      Question 4
      Answer: A
      Question 5
      Answer: Only visible for members

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