Yes, but you have to do it through customer care, and will need to provide both an actual email address that you can access, and any iTunes or play store receipts to them.
I did this and their instructions didn't work and I haven't been able to log back into my account in over a week. To make matters worse their Customer Care reps aren't even answering my messages any longer.
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