- Contents
- Learn about JMP
- Introduction to Reliability and Survival
- Life Distribution
- Fit Distributions to Lifetime Data
- Overview of the Life Distribution Platform
- Example of the Life Distribution Platform
- Launch the Life Distribution Platform
- Life Distribution Report
- Life Distribution Report Options
- Weibayes Report
- Competing Cause Report
- Life Distribution - Compare Groups Report
- Additional Examples of the Life Distribution Platform
- Technical Details
- Fit Life by X
- Cumulative Damage
- Recurrence Analysis
- Degradation
- Model Product Deterioration over Time
- Degradation Platform Overview
- Example of the Degradation Platform
- Launch the Degradation Platform
- The Degradation Reports
- Model Specification
- Inverse Prediction
- Prediction Graph
- Degradation Platform Options
- Model Reports
- Destructive Degradation
- Stability Analysis
- Destructive Degradation
- Model Product Deterioration over Time
- Example of the Destructive Degradation Platform
- Launch the Destructive Degradation Platform
- The Destructive Degradation Plot Options and Models
- The Destructive Degradation Report
- Destructive Degradation Platform Options
- Statistical Details for Destructive Degradation Models
- Reliability Forecast
- Reliability Growth
- Model System Reliability as Changes Are Implemented
- Reliability Growth Platform Overview
- Example Using the Reliability Growth Platform
- Launch the Reliability Growth Platform
- The Reliability Growth Report
- Reliability Growth Platform Options
- Model Reports
- Additional Examples of the Reliability Growth Platform
- Statistical Details for the Reliability Growth Platform
- Reliability Block Diagram
- Engineer System Reliabilities
- Reliability Block Diagram Platform Overview
- Example Using the Reliability Block Diagram Platform
- The Reliability Block Diagram Window
- Configuration Settings
- Options for Design and Library Items
- Repairable Systems Simulation
- Survival Analysis
- Fit Parametric Survival
- Fit Survival Data Using Regression Models
- Fit Parametric Survival Overview
- Example of Parametric Regression Survival Fitting
- Launch the Fit Parametric Survival Platform
- The Parametric Survival Fit Report
- The Parametric Survival - All Distributions Report
- Parametric Competing Cause Report
- Fit Parametric Survival Options
- Nonlinear Parametric Survival Models
- Additional Examples of Fitting Parametric Survival
- Statistical Details for Fit Parametric Survival
- Fit Proportional Hazards
- Fit Survival Data Using Semi-Parametric Regression Models
- Fit Proportional Hazards Overview
- Example of the Fit Proportional Hazards Platform
- Launch the Fit Proportional Hazards Platform
- The Fit Proportional Hazards Report
- Fit Proportional Hazards Options
- Example Using Multiple Effects and Multiple Levels
- References
- Index
Chapter 3
Life Distribution
Fit Distributions to Lifetime Data
The Life Distribution platform models time-to-event data. The platform accommodates both right-censored and interval-censored data. Use Life Distribution to do the following:
• Compare multiple distributional fits to determine which distribution best fits your data.
• Construct Bayesian fits.
• Model zero-failure data.
• Compare groups to analyze group differences.
• Analyze multiple causes of failure.
• Estimate the components of a mixture and estimate the probability that an observation comes from a given component.
• Estimate the components of a competing risk mixture and estimate the impact of a component on an observation.
Figure 3.1 Distributional Fits and Comparisons
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