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SASInstitute A00-485 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Model Assessment and Selection | 20% | - ROC and Lift curves - Model fit statistics - Model comparison |
| Scoring and Deployment | 20% | - Model deployment - Model scoring |
| Building Predictive Models | 40% | - Gradient boosting - Decision trees - Neural networks - Regression models |
| Data Preparation and Exploration | 20% | - Data exploration using SAS Visual Statistics - Importing data - Data quality |
SASInstitute Modeling Using SAS Visual Statistics Sample Questions:
Which statement is true about performing regressions in SAS Visual Statistics?
- A. You can specify an ordinal classifier as the response variable with linear regression.
- B. You can build neither a linear regression nor a logistic regression with a generalized linear model.
- C. You can build both a linear regression or a logistic regression with a generalized linear model.
- D. You can specify a multinomial classifier as the response variable with linear regression.
Correct Answer: C 🗳️
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.
Correct Answer: C 🗳️
What is one potential disadvantage of excessively deep decision trees?
- A. Overfitting to the training data
- B. Faster prediction times
- C. Greater stability in the model
- D. Increased interpretability
Correct Answer: A 🗳️
What is the primary purpose of concordance statistics in model comparison?
- A. To measure the balance between sensitivity and specificity
- B. To calculate the p-values of predictor variables
- C. To assess the multicollinearity among predictors
- D. To evaluate the relationship between two predictor variables
Correct Answer: A 🗳️
What are the roles that can be assigned in a generalized linear model (GLM)?
- A. Offset
- B. Predictor
- C. Intercept
- D. Target
Correct Answer: A,B,D 🗳️
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