- 1. Let be a probability space. We consider a symmetric random walk such that the -th step is defined as
where , . By setting , we let

where .

Show that the symmetric random walk has independent increments such that the random variables

are independent.

Finally, show that and .

**Solution**By definition

and for , ,

Because and since is independent ...

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