The correct spelling is 'advisory committee' - 'advisory' follows the rule where 'y' is kept when adding suffixes starting with consonants (like -able, -ary, -ment). The other spellings are incorrect: 'advizory' (v instead of c), 'advisery' (e instead of o), 'advisry' (missing o).