I chose to install WordPress MU in my domains because it's downright usable with little tinkering upon installation. If you are just going to blog solo or with a very small team, WordPress (or WordPress MU) is much better.

You'll only need to consider Joomla or Drupal if you have lots of different types of contents and expecting a large group to manage.