I've never done it myself, but i'm sure you can. You can bring bring some other kind of proof of the purchase and they will work with you.
I believe they will give you a store credit for a return without a receipt with a picture i.d., but only a couple of times... not repeatedly.
You should be able to pull up the purchase of your bank statements to help them get a transaction number.
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