How to keep ubuntu image running?

You need to start an application with the docker run command that won't exit.

Example:

docker run -d --entrypoint '/bin/bash cat' ubuntu

Solved by myself, a elegant way to keep the container running and waiting for further "attach" or "exec" is the following (to keep the STDIN open by -i option)

docker run -i -d ubuntu