“Metric (TFM) not found” Error With the IEEE Transaction Latex Style on Linux Ubuntu

I kept getting that error:

Metric (TFM) not found

when trying to compile latex documents based on the IEEE Transaction Style.

I eventually found out that my Ubuntu was missing an important font package, namely the “texlive-fonts-recommended” package, this solved it:

sudo apt-get install texlive-fonts-recommended