Hi,
Can't say I have ever looked specifically for a sleeping bag but they might be available at Game or one of the other big stores. I doubt if you will get the variety you could get in Europe though so if you want a very lightweight one I'd buy one there - same with the mat.
If you look on accrexpat.com you will find all the associations listed there and might find a hiking group.
