Survival analysis

Post on 22-Feb-2016

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Survival analysis. And the legend of the exploding barbeque…. The problem. Barbeques, while tasty, use gas bottles. From time to time, and with no warning, these bottles randomly explode. . This tends to put a dampner on parties. The problem. - PowerPoint PPT Presentation

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Survival analysis

And the legend of the exploding barbeque…..

The problem• Barbeques, while tasty, use gas bottles. • From time to time, and with no warning, these

bottles randomly explode.

• This tends to put a dampner on parties.

• How to design an experiment to test the exploda-bility of 2 BBQs?

• Could get 20 of each BBQ, use them for 40 days, look at number of days till explosion.

The problem

Red Neck Roaster T-Bone Terminator

Day Exploded? Day Exploded?

32 yes 40 no

18 yes 40 no

40 no 39 yes

10 yes 40 no

•How do we analyse these data?•What about ones that didn’t explode?

• We could just remove the data that didn’t explode

• But they’re an important part of the analysis• Need to instead work out a hazard function,

the chance of each BBQ type exploding on each day.

• E.g. we go back to our data, and find the Red Neck Roaster has a 1% chance of exploding per day

• For The T-Bone terminator, it’s 0.1%

The problem

Results..

Redneck roaster

T-Bone Terminator

Survival analysis• Hazard function forms the basis of survival

analysis• Used for any “time to event” data

Everything eventually dies/fails

Looking for differences in rate