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 LargeScale 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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