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SASInstitute A00-485 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Scoring and Deployment | 20% | - Model scoring - Model deployment |
| Topic 2: Data Preparation and Exploration | 20% | - Importing data - Data exploration using SAS Visual Statistics - Data quality |
| Topic 3: Building Predictive Models | 40% | - Gradient boosting - Decision trees - Neural networks - Regression models |
| Topic 4: Model Assessment and Selection | 20% | - ROC and Lift curves - Model fit statistics - Model comparison |
SASInstitute Modeling Using SAS Visual Statistics Sample Questions:
Question 1
Which equation does NOT represent a linear model? Note: bi are parameters and Xi are variables.
A. y = b0 + b1X1 + (b2/b1)X2
B. y = b0 + b1X1 + b2X2
C. y = b0 + b1X1 + b2X2 + b3(X1X2)
D. y = b0 + b1X1 + b2X1 3
Question 2
In generalized linear models, what is the purpose of the link function?
A. To determine the distribution of the response variable
B. To adjust the model for multicollinearity
C. To calculate the p-values of predictor variables
D. To specify the relationship between the predictor and response variables
Question 3
Refer to the exhibit from a linear regression model in SAS Visual Statistics.
Based on the table above and assuming a significance level of 0.05, what can be concluded about the linear regression model?
A. For one one-unit increase in RunTime, there is an expected increase in the response of 2.6287.
B. RestPulse is a significant predictor of the response.
C. For a .03696 unit decrease in RunPulse, there is an expected one-unit increase in the response.
D. The Intercept is an important predictor of the response.
Question 4
When modeling binary outcomes in a generalized linear model, which distribution and link function combination is commonly used?
A. Normal distribution with an identity link function
B. Poisson distribution with a log link function
C. Binomial distribution with a logit link function
D. Exponential distribution with a square root link function
Question 5
Your data contains a column for Country that contains 350 unique values. There are multiple entries for some countries (Japan, JPN, japan, etc.). You want a unique value for each country.
Which is the most efficient way to correct inconsistent values?
A. Create a visualization filter to suppress the incorrect variations of a country.
B. Create a data source filter to suppress the incorrect variations of a country.
C. Create a calculated item using a Boolean IF...ELSE statement that changes the incorrect variations.
D. Create a Custom Category that combines all the variations of a country into one.
Solutions:
| Question 1 Answer: A | Question 2 Answer: D | Question 3 Answer: A | Question 4 Answer: C | Question 5 Answer: D |
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