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SASInstitute A00-255 Exam Syllabus Topics:
| Section | Objectives |
| Data Understanding and Preparation | - Data collection and data source identification
- Handling missing values and outliers
- Feature selection and transformation
- Data cleaning and preprocessing
|
| Model Implementation and Deployment | - Model scoring and deployment in SAS Enterprise Miner
- Monitoring model performance in production
|
| Business Understanding and Analytical Framework | - Translate business problems into data mining tasks
- Define business objectives and analytics goals
|
| Model Development | - Regression modeling techniques
- Neural networks and advanced modeling in SAS Enterprise Miner
- Decision trees and ensemble methods
|
| Exploratory Data Analysis | - Visualization techniques for pattern discovery
- Descriptive statistics and data profiling
|
| Model Evaluation and Validation | - Validation and cross-validation techniques
- Model comparison and selection
- Model performance metrics
|
SASInstitute SAS Predictive Modeling Using SAS Enterprise Miner 14 Sample Questions:
1. The importance of an input variable in predicting a target in an MLP-based neural network can be figured out by which of the following?
Response:
A) none of the above
B) the average of the absolute values of parameter estimates between the input and all of the hidden neurons
C) the highest absolute value of the parameter estimate between the input and any of the hidden neurons
D) the highest absolute value of the parameter estimate between the input and any of the hidden neurons multiplied by the absolute value of the parameter estimate of the hidden neuron
2. Assume that a company has an excellent customer segmentation in place and the segment scheme is a variable in the input data set. What is the best partition method that one should use?
Select one:
Response:
A) Random
B) Stratify
C) Systemic
D) Cluster
3. For the variable TLCnt24, apply a Max Normal transformation. What transformation was selected by SAS Enterprise Miner?
Response:
A) Square Root
B) Exponential
C) Log
D) Square
4. Perform these tasks in SAS Enterprise Miner:
* Add a Decision Tree node, as shown below. (Make sure you use only default options in the Decision Tree node.)

* Run the Decision Tree node.
What percentage of all observations is being correctly predicted in the test data set by the decision tree?
Response:
A) 85.2222%
B) 84.5212%
C) 83.1126%
D) 16.8874%
5. The Chi Square statistic for measuring association between the variables BanruptcyInd and TARGET is which of the following?
Response:
A) between 1.00 and 1.99
B) 3.00 or higher
C) less than 1.00
D) between 2.00 and 2.99
Solutions:
Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: A |