Understanding Borel-Cantelli Lemma

  • Context: Graduate 
  • Thread starter Thread starter e12514
  • Start date Start date
Click For Summary
SUMMARY

The Borel-Cantelli Lemma states that for a sequence of events (A_n) in a probability space {Ω, F, P}, if the sum of their probabilities is finite (i), then the probability of the limit superior of these events is zero. Conversely, if the events are independent and the probability of the limit superior is less than one (ii), then the sum of their probabilities must also be finite. The discussion clarifies that if the events are independent, the probability of the limit superior must be either 0 or 1, emphasizing the importance of the "<1" condition as a weaker, more flexible criterion.

PREREQUISITES
  • Understanding of probability spaces and events
  • Familiarity with the concepts of limit superior and convergence
  • Knowledge of independent events in probability theory
  • Basic grasp of summation and convergence of series
NEXT STEPS
  • Study the implications of the Borel-Cantelli Lemma in probability theory
  • Explore the concept of independent events and their properties
  • Learn about limit superior and its applications in probability
  • Investigate the contrapositive statements in mathematical theorems
USEFUL FOR

Mathematicians, statisticians, and students of probability theory seeking to deepen their understanding of event convergence and independence in probability spaces.

e12514
Messages
27
Reaction score
0
Let (A_n)_n>=1 be any event in some probability space { Omega, F, P }, then

(i) SUM_n (P(A_n)) < oo => P( limsup_n->oo (A_n) ) = 0

(ii) If in addition the A_n are independent then
P( limsup_n->oo (A_n) ) <1 => SUM_n (P(A_n)) < oo




Does that mean if the A_n are independent then P( limsup_n->oo (A_n)) must be either 0 or 1??

If so, why bother using "<1" in (ii) and not just use "=0" instead?

If not, then when it is strictly between 0 and 1 we have
from (ii) that SUM_n (P(A_n)) < oo
and then from (i) we get P( limsup_n->oo (A_n) ) = 0, a contradiction.
 
Physics news on Phys.org
Does that mean if the A_n are independent then P( limsup_n->oo (A_n)) must be either 0 or 1??

It must be zero or one in any case.
 
e12514 said:
Does that mean if the A_n are independent then P( limsup_n->oo (A_n)) must be either 0 or 1??

If so, why bother using "<1" in (ii) and not just use "=0" instead?

It's a weaker condition, and so could (potentially) be easier to employ. That said, I suspect the specific phrasing is an artifact. I.e., the usual way of phrasing the second theorem is to say that if the sum diverges, then the probability of the limsup is 1. The phrasing you've used is the contrapositive of that.
 
Last edited by a moderator:

Similar threads

  • · Replies 2 ·
Replies
2
Views
2K
Replies
5
Views
3K
  • · Replies 25 ·
Replies
25
Views
6K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 0 ·
Replies
0
Views
1K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 44 ·
2
Replies
44
Views
7K
Replies
2
Views
5K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 13 ·
Replies
13
Views
3K