Nonparametric Distribution Analysis (Right Censoring)

Overview | How to | Example

 


 

Overview

If you have uncensored or right censored data and no distribution fits your data, the Nonparametric Distribution Analysis can be used to estimate cumulative failure probabilities, hazard rates and draw survival, cumulative failure and hazard plots.

 


 

How to

At the Excel Menu (For Excel 2007, go to Add-ins first)

  1. Choose ProcessMA > Reliability and Survival > Distribution Analysis (Right Censoring) > Nonparametric Distribution Analysis

  2. In Variable, select the column containing the data (Numeric)

  3. In Frequency, select the column containing frequency counts (Optional, Positive integer)

  4. Under Censor Tab, in Censor, select the column containing censoring indicator (Optional, Exactly 2 distinct values - censored and uncensored)

  5. Under Censor Tab, in Censor Value, choose the indicator you use to indicate censoring

  6. Under Estimate Tab, in Confidence Level, enter the desired confidence level (Numeric, >0 & <1)

  7. Under Graph Tab, check Survival Plot, if you want to display survival plot

  8. Under Graph Tab, check Cumulative Failure Plot, if you want to display cumulative failure plot

  9. Under Graph Tab, check Hazard Plot, if you want to display hazard plot

  10. Under Graph Tab, check Show Confidence Interval, if you want to display confidence interval in the above plots

  11. Click OK

 

 

Example

You work in a manufacturing plant making widgets and you want to find out the time at which 5% of widgets will fail. You have collected failure times for 50 widgets but some widgets dropped out of the test. The failure times marked ‘F’ indicates actual failure times and ‘c’ indicates censored units. You want to find out the time at which half the widgets fail.

  1. Open data worksheet by choosing ProcessMA > Tools > Data

  2. Choose ProcessMA > Reliability and Survival > Distribution Analysis (Right Censoring) > Nonparametric Distribution Analysis

  3. In Variable, select CD - Failure Times

  4. Under Censor Tab, in Censor, select CE - Censor

  5. Under Censor Tab, in Censor Value, choose C

  6. Click OK

 

Results & Interpretation


The estimated median failure time is 157 months.

 


 

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