$ sudo apt-get update
$ sudo apt-get install doxygen-latex 

doxygen-latex is installed in your system.

Make ensure the doxygen-latex package were installed using the commands given below,

$ sudo dpkg-query -l | grep doxygen-latex *

You will get with doxygen-latex package name, version, architecture and description in a table

doxygen-latex package basic information: