问题:uber不同算法 - 选event还是user based?
metric sensitivity and robustness
- average is sensitive to outliers
- easy to move? (median is hard to change)
- standard deviation vary a lot?
Normal Distribution Steps - confidence interval
1. calculate p difference
2. calculate p pool
3. calculate pool standard deviation (if given empirical sd, use new sd/se)
4. calculate margin of error
5. calculate confidence interval
6. check statistical (default is 0)/practical (if given dmin) significance
问题:为什么smoking那道题normal distribution的顶是20%?不是10000人里有8000人抽烟吗
analytical variability - 通过ab测试的实验数据得出,容易underestimate (不复杂的normal distribution用这个)
如何计算:1. 算difference 2. p pool 3. SE_pool 4. margin of error 5. confidence interval
empirical variability - 通过以前的实验或者理论得出,适用于non-parametric metric
如何计算:1. 求difference 2. 用diff算stdv
问题:课最后的diff order怎么得出来的