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Bayesian AB Testing

The code implements the Bayesian A/B testing framework in Pyro described in this post by Chris Stucchio.

There are numerous advantage of the framework such as the following but not limited to:

  • Providing the probability of treatment better than control.
  • Improved sensitivity and thus able to detect smaller changes.
  • Quantification of the cost if a 'false positive' is made.
  • Test can be stopped as soon the decision rule has been reached instead of waiting for a fixed amount of time.
  • Takes into account of the gain in the test.

Resources:

Bayesian A/B Testing at VWO by Chris Stucchio

Formulas for Bayesian A/B Testing

IS Bayesian A/B Testing Immune to Peeking? Not Exactly

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Bayesian AB testing in Pyro

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