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Presumably using your method takes longer/requires more samples than a method that only checks once?
by Jabbles 8y ago
Presumably using your method takes longer/requires more samples than a method that only checks once?
- srean 8y agoI haven't looked at the KDD paper, but in general it is the other way round. With sequential hypothesis testing expect to need less data on average.
- computerphage 8y agoThat's highly counter-intuitive to me. Can you try to motivate why that's the case? My intuition is that you could use any sequential (which I translated to online) technique could be used in a non-sequential context. By that reasoning, there's no way a sequential technique could do better, at best it could be the same.
- srean 8y agoThis is 1940s stuff. Checkout Wald. Short answer: in sequential testing you can ask at intermediate stages whether a satisfactory confidence has been reached. If yes you are done and if not you can continue. On average you will hit a 'yes' sooner. For non sequential you cannot do this if you care about correctness (). So the sample size needs to be pessimistic for non-sequential protocols and then you are bound to that commitment. () If your method ensures correctness even after inspection at intermediate stages then its a sequential method by definition. There is some confusion in literature about Bayesian and sequential. They are orthogonal concepts. Both Bayesian and Frequentist test of hypothesis can be sequential
- computerphage 8y agoAh! I get it. Thank you!