Published online by Cambridge University Press: 05 April 2013
Chapter 5 of Part IV of Ars conjectandi proves the first limit theorem of probability theory. The intended interpretation of this result is still a matter of controversy, but there is no dispute about what Bernoulli actually proved. He takes for granted a chance set-up on which he can make repeated trials. There is a constant unknown chance p of ‘success’ S on any given trial. When n trials are made a proportion sn of successes is observed. Bernoulli proves what is now called the weak law of large numbers: the probability of an n-fold sequence in which ∣p − sn∣<ε increases to 1 as n grows without bound. Moreover, for any given error ε, he shows how to compute a number n such that the probability of getting sn in the interval [p − ε, P + ε], itself exceeds any given probability 1 − δ. In particular, if (1 −δ) = 0·999, we have a moral certainty that sn will fall in the assigned interval. For example if p is 3/5 then a moral certainty of error less than 1/50 is guaranteed by an n in excess of 25 550.
Bernoulli's proof is chiefly a consequence of his earlier investigation of combinatorics, for it proceeds by summing the middle terms in the binomial expansion. Notice that this result is a theorem of pure probability theory, and holds under any interpretation of the calculus. There is a familiar frequency interpretation of the weak law of large numbers.
To save this book to your Kindle, first ensure no-reply@cambridge.org is added to your Approved Personal Document E-mail List under your Personal Document Settings on the Manage Your Content and Devices page of your Amazon account. Then enter the ‘name’ part of your Kindle email address below. Find out more about saving to your Kindle.
Note you can select to save to either the @free.kindle.com or @kindle.com variations. ‘@free.kindle.com’ emails are free but can only be saved to your device when it is connected to wi-fi. ‘@kindle.com’ emails can be delivered even when you are not connected to wi-fi, but note that service fees apply.
Find out more about the Kindle Personal Document Service.
To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Dropbox.
To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.