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View Code? Open in Web Editor NEWA Python package for Bayesian A/B Testing
License: Apache License 2.0
A Python package for Bayesian A/B Testing
License: Apache License 2.0
AttributeError: module 'abyes' has no attribute 'AbExp'
AttributeError: module 'abyes' has no attribute 'AbExp'
I ran the following code many times using your aByes library. Sometimes it reports A or B is winner. This is very odd because both has the mean of 0.4 and only runs for 100 data points. Shouldn't the result of "inconclusive" or "effectively equivalent" be expected?
data = [np.random.binomial(1, 0.4, size=100), np.random.binomial(1, 0.4, size=100)]
exp = ab.AbExp(method='analytic', rule='loss', decision_var='lift', toc=0.002, plot=True)
exp.experiment(data)
Hi @cbellei,
Thanks for an amazing load of work here. Really impressive.
While going over the code I saw this:
sigma_a_rvs = np.sqrt(a_rvs * (1 - a_rvs))
sigma_b_rvs = np.sqrt(b_rvs * (1 - b_rvs))
at: https://github.com/cbellei/abyes/blob/master/abyes/ab_exp.py#L148
Shouldn't the n_a
in the formula as well?
As for binomial distribution
standard deviation (ฯx) is sqrt[ n * P * ( 1 - P ) ]
.
Thanks in advance. I'm happy to send a PR, but wanted to check first if I'm correct.
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