Big address space and small physical size?
Another word for "aliased" is "duplicated". The same physical memory location can be accessed at multiple locations, all 4K/32K apart.

Basically, they only decode the bottom 12 or 15 address bits (and some top ones for chip select).

As for why? The address registers are 32 bit, but they've only provided tiny storage chips.