They are pattern matching arguments used to strip off certain portions of a string from either the front or end of the string.

Example:

$ >  STRING=this_test_string
$ >  echo ${STRING##*_}
string

$ >  DIR=/home/user1/test
$ > echo ${DIR##*/}
test