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SPSS IBMSPSSMPRO Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Modeling | 20% | - Classification and regression models - Auto-modeling and ensemble techniques - Association and sequence models - Clustering and segmentation models |
| Topic 2: Business Understanding and Planning | 10% | - Align business objectives to data mining goals - CRISP-DM methodology |
| Topic 3: Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Topic 4: SPSS Modeler Professional Functionality | 10% | - Scripting and automation - Node palettes and SuperNodes - Stream creation and management |
| Topic 5: Data Preparation | 20% | - Sampling, partitioning and balancing - Filtering, aggregation and refinement - Data transformation and cleaning - Data integration, merging and appending |
| Topic 6: Deployment | 10% | - Reporting and documentation - Stream export and integration - Scoring new data |
| Topic 7: Evaluation and Analysis | 15% | - Interpretation and visualization of results - Validation methods - Model performance assessment |
SPSS IBM SPSS Modeler Professional Certification Sample Questions:
Question 1
Business objectives are the origin of every data mining solution.
A. False
B. True
Question 2
Assume that you have the field A, B, C, and D and you wish to find the sum of values even if there are $null$ missing values in one or more fields.
Which expression would accomplish this task?
A. to_real (A)+ to_real (B)+ to_real (C)+ to_real (D)
B. sum_n( [A, B, C, D])
C. sum_n(A B C D})
D. A+B+C+D
Question 3
Which statement is correct regarding the Balance node shown below?
A. The "bad profit" category is the smallest group.
B. The sizes of the larger two groups will be reduced to equal the size of smallest group.
C. The sizes of the first and third groups will be increased.
D. The result group sizes will always be the same each time the Balance node is run.
Question 4
The Feature Selection node is used for what reasons? (Select all that apply)
A. Ranks the model by importance.
B. Screens input fields for problems such as missing data.
C. Selects the best fitting model
D. Selects the best input fields for model.
Question 5
Which statement is correct regarding the sample node dialogue shown below?
A. It will randomly select exactly 60% of all the record.
B. It will always draw the same 60% of records each time this sample node is run.
C. It will select approximately 60% of the records. This is, each record will have a 605 probability of being selected.
D. It will select every 60th record from the data.
Solutions:
| Question 1 Answer: B | Question 2 Answer: B | Question 3 Answer: A | Question 4 Answer: A,B | Question 5 Answer: C |
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