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Advanced Statistical Modeling
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Topics
All Topics
Using JMP
Opening JMP and Getting Started
JMP Data Tables
Navigating JMP in Windows
Importing Data from Excel
Importing Text Files
JMP Tools
JMP Tables Menu
Saving JMP Results
Saving Publication Quality Graphics with JMP
Sharing Results on JMP Public
Creating Formulas in JMP
Excel Add In I (Passing Data to JMP)
Excel Add In II (Profiling Excel Models in JMP)
JMP Teaching Tools
Customizing JMP (Preferences)
Customizing JMP (Presets)
Integrating JMP and Python
Graphical Displays and Summaries
Bar Charts and Frequency Distributions
Pareto Plots and Pie Charts
Mosaic Plot and Contingency Table (Cross-tabs)
Histograms, Descriptive Stats and Stem and Leaf
Dot Plots
Box Plots
Scatter Plots
Run Charts (Line Graphs)
Interactive Graphing with Graph Builder
Bubble Plots
Tabulating Data
Mapping in Graph Builder
Probabilities and Distributions
Assessing Normality
Fitting Distributions
Finding Standardized Values (z-Scores)
Finding the Area Under a Normal Curve
Random Sampling and Random Data
Basic Inference - Proportions and Means
Hypothesis Test and Confidence Interval for Proportions
Two Proportions Test and Confidence Interval
Chi-Square Test for a Two-Way Table
Sample Size and Power for One Sample Proportion
Sample Size and Power for Two Sample Proportions
One Sample t-Test and Confidence Interval
Two Sample t-Test and Confidence Interval
Paired t-Test and Confidence Interval
One Way ANOVA
Two-Way (Factorial) ANOVA
Nonparametric Tests
Sample Size and Power for One Sample Mean
Sample Size and Power for Two Sample Means
Bootstrapping
Randomization Testing
Prediction Interval
One Sample Equivalence Test for Mean
Correlation and Regression
Correlation
Nonparametric Correlations
Simple Linear Regression
Multiple Linear Regression
Simple Logistic Regression
Multiple Logistic Regression
Stepwise Regression
Fitting Nonlinear Curves
Time Series
ARIMA Modeling
Time Series Smoothing Models
Time Series Forecasting
Multivariate Methods
Survey Analysis (Cross Tabulation)
Clustering
Principal Components Analysis
Factor Analysis
Structural Equation Modeling
Mixed Models and Repeated Measures
Repeated Measures Analysis (MANOVA)
Repeated Measures Analysis (Mixed Model)
Mixed Model Analysis
Data Mining and Predictive Modeling
Classification Trees (Partition)
Regression Trees (Partition)
Discriminant Analysis
Support Vector Machines (Classification)
Support Vector Regression
K Nearest Neighbors
Neural Networks
Naive Bayes
Creating a Validation Column (Holdout Sample)
Model Comparison and Selection
Text Mining - Describing Unstructured Text Data
Text Mining - Sentiment Analysis
Text Mining - Advanced Analysis Methods
Association Analysis (Market Basket Analysis)
Quality and Process
Variables Control Charts - I/MR Charts
Variables Control Charts - XBar Charts
Attribute Control Charts - P and NP Charts
Attribute Control Charts - C and U Charts
Process Capability Analysis
Capability Analysis for Multiple Responses
MSA Continuous Data - Gauge R&R
MSA Continuous Data - EMP Method
MSA Attribute Data
Tolerance Interval
Reliability and Survival
Survival Analysis (Kaplan-Meier Estimation)
Distribution Fitting (Life Distribution)
Accelerated Life Testing (Fit Life by X)
Design and Analysis of Experiments
DOE Full Factorial Design
DOE Full Factorial Analysis
DOE Fractional Factorial Design
DOE Fractional Factorial Analysis
DOE Screening Experiment Analysis
DOE - Custom Designs
DOE - Evaluate and Compare Designs
Monte Carlo Simulation
Download all guides
Using JMP
Sub topic 1
Sub topic 2
Sub topic 3
Graphical Displays and Summaries
Probabilities and Distributions
Basic Inference - Proportions and Means
Correlation and Regression
Time Series
Multivariate Methods
Mixed Models and Repeated Measures
Data Mining and Predictive Modeling
Quality and Process
Reliability and Survival
Designed Experiments
Using SAS from JMP
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