Just about every article I can find talking about substance abuse and mental illness in homeless specifically focuses on the chronic homeless so I inferred from that. A bit of googling turned up this non-scholarly article though that compares the overall rate of mental illness among homeless to that of the chronically homeless and found ~3x difference
http://www.washingtonpost.com/wp-dyn/content/article/2010/07...