Randaly comments on Yes, Virginia, You Can Be 99.99% (Or More!) Certain That 53 Is Prime - Less Wrong

38 Post author: ChrisHallquist 07 November 2013 07:45AM

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Comment author: scav 07 November 2013 02:51:25PM 5 points [-]

I've never been completely happy with the "I could make 1M similar statements and be wrong once" test. It seems, I dunno, kind of a frequentist way of thinking about the probability that I'm wrong. I can't imagine making a million statements and have no way of knowing what it's like to feel confidence about a statement to an accuracy of one part per million.

Other ways to think of tiny probabilities:

(1) If probability theory tells me there's a 1 in a billion chance of X happening, then P(X) is somewhere between 1 in a billion and P(I calculated wrong), the latter being much higher.

If I were running on hardware that was better at arithmetic, P(I calculated wrong) could be got down way below 1 in a billion. After all, even today's computers do billions of arithmetic operations per second. If they had anything like a one-in-a-billion failure rate per operation, we'd find them much less useful.

(2) Think of statements like P(7 is prime) = 1 as useful simplifications. If I am examining whether 7 is prime, I wouldn't start with a prior of 1. But if I'm testing a hypothesis about something else and it depends on (among other things) whether 7 is prime, I wouldn't assign P(7 is prime) some ridiculously specific just-under-1 probability; I'd call it 1 and simplify the causal network accordingly.

Comment author: Randaly 07 November 2013 04:57:57PM 2 points [-]

It seems, I dunno, kind of a frequentist way of thinking about the probability that I'm wrong.

There are numerous studies that show that our brain's natural way of thinking out probabilities is in terms of frequencies, and that people show less bias when presented with frequencies than when they are presented with percentages.

Comment author: Lumifer 07 November 2013 05:32:15PM 1 point [-]

There are numerous studies that show that our brain's natural way of thinking out probabilities is in terms of frequencies

Thinking about which probabilities?

Probability is a complex concept. The probability in the sentence "the probability of getting more than 60 heads in 100 fair coin tosses" is a very different beast from the probability in the sentence "the probability of rain tomorrow".

There is a reason that both the frequentist and the Bayesian approaches exist.