Book description
JMP 13 Predictive and Specialized Modeling provides details about modeling techniques such as partitioning, neural networks, nonlinear regression, and time series analysis. Topics include the Gaussian platform, which is useful in analyzing computer simulation experiments. The book also covers the Response Screening platform, which is useful in testing the effect of a predictor when you have many responses.
Table of contents
- Contents
- Learn about JMP
- Introduction to Predictive and Specialized Modeling
-
Modeling Utilities
- Exploring Data for Outliers, Missing Values, and Strong Predictors
- Explore Outliers Utility
- Explore Missing Values Utility
- Make Validation Column Utility
- Neural Networks
- Partition Models
- Bootstrap Forest
-
Boosted Tree
- Fit Many Trees, Each Layered on the Previous
- Boosted Tree Platform Overview
- Example of Boosted Tree with a Categorical Response
- Example of Boosted Tree with a Continuous Response
- Launch the Boosted Tree Platform
- The Boosted Tree Report
- Boosted Tree Platform Options
- Statistical Details for the Boosted Tree Platform
-
K Nearest Neighbors
- Predict Response Values Using Nearby Observations
- K Nearest Neighbors Platform Overview
- Example of K Nearest Neighbors with Categorical Response
- Example of K Nearest Neighbors with Continuous Response
- Launch the K Nearest Neighbors Platform
- The K Nearest Neighbors Report
- K Nearest Neighbors Platform Options
- Naive Bayes
- Model Comparison
- Formula Depot
- Fit Curve
- Nonlinear Regression
- Gaussian Process
- Time Series Analysis
-
Matched Pairs Analysis
- Compare Measurements on the Same Subject
- Overview of the Matched Pairs Platform
- Example of Comparing Matched Pairs
- Launch the Matched Pairs Platform
- The Matched Pairs Report
- Matched Pairs Platform Options
- Example Comparing Matched Pairs across Groups
- Statistical Details for the Matched Pairs Platform
-
Response Screening
- Test Many Responses in Large-Scale Data
- Response Screening Platform Overview
- Example of Response Screening
- Launch the Response Screening Platform
- The Response Screening Report
- The PValues Data Table
- Response Screening Platform Options
- The Response Screening Personality in Fit Model
- Additional Examples of Response Screening
- Statistical Details
- Process Screening
- Predictor Screening
-
Association Analysis
- Perform Market Basket Analysis
- Association Analysis Platform Overview
- Example of the Association Analysis Platform
- Launch the Association Analysis Platform
- The Association Analysis Report
- Association Analysis Platform Options
- Additional Example: SVD Analysis
- Statistical Details for the Association Analysis Platform
- References
- Index
Product information
- Title: JMP 13 Predictive and Specialized Modeling
- Author(s):
- Release date: September 2016
- Publisher(s): SAS Institute
- ISBN: 9781629605883
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