Sunday, 6 May 2012

pr.probability - limsup and liminf for a sequence of sets

For a sequence of subsets An of a set X, the limsupAn =capiN=1nfty(cupngeNAn) and liminfAn =cupiN=1nfty(capngeNAn).



If xinlimsupAn then x is in all of the cupngeNAn, which means no matter how large you pick N you will find an An with n>N of which x is a member. Thus members of limsupAn are those elements of X that are members of infinitely many of the An's. If An are thought of as events (in the sense of probability) limsupAn will be another event. It corresponds exactly to the occurance of infinitely many of the An's. This is why limsupAn is sometimes written xinAn infinitely often.



Similarly, if xinliminfAn then x is in one of capngeNAn, which means xinAn for all n>N. Thus, for x to be in the liminf, it must be in all of the An, with finitely many exceptions. This is how the phrase "ultimately all of them" comes up.



Both of these operations, similar to their counterparts in metric spaces, concern the tail of the sequence An. I.e., neither changes if an initial portion of the sequence is truncated. As a previous response pointed out, often the sets An are defined to track the deviation of a sequence of random variables from a candidate limit by setting An=x:|Yn(x)Y(x)|geepsilon. The members of limsupAn then represents those sequences that every now and then deviate epsilon away from Y(x), which is solely determined by the tail of the sequence Yn.



Here is a conceptual game that can be partially understood using these concepts: We have a deck of cards, on the face of each card an integer is printed; thus the cards are 1,2,3.... At the nth round of this game, the first n2 cards are taken, they are shuffled. You pick one of them. If your pick is 1, you win that round. Let An denote the event that you win the nth round. The complement Acn of An will represent that you lose the nth round. The event limsupAn represents those scenarios in which you win infinitely many rounds. The complement of this event is liminfAcn, and this represents those scenarios in which you ultimately lose all of the rounds. By the Borel Cantelli Lemma P(limsupAn) =0 or equivalently P(liminfAcn)=1. Thus, a player of this game will deterministically experience that there comes a time, after which he never wins.

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