In my latex installation,
\bigcup produces pdf using
F73 fonts!!!, it is Type 3 and I don't know how to make it become embedded subset.
-- UPDATED --
The way to fix this problem is to use the option
[cmex10] for the
amsmath package. It is stated in the new version (1.7) of the IEEE transaction template by Michael Shell.
In short, just use