/etc/init.d/mysqld start
/etc/init.d/mysqld stop
/etc/init.d/mysqld restart
Some Linux flavors offer the service command too
service mysqld start
service mysqld stop
service mysqld restart
or
service mysql start
service mysql stop
service mysql restart