Can I deduct interest on a private loan for home?

I live in a foreign country, and plan to purchase a house there.   I'll borrow some money with interest from some persons in that foreign country.  Can I deduct this interest and how?  These lenders have no any identity in US, no tax payer number, no US address, etc.  Thanks a lot!