To see if it is running you could also try telnetting into the port:
telnet localhost 11211
If this works you will see the following (telling you that the given port is open):
Connected to localhost.
Escape character is '^]'.
Now if memcached IS running you can see some basic stats by issuing the given command:
stats
If this fails you will know that memcached is not running.