What I found, after installation, was that the "neo4j" command did not 
appear to exist.  This is why I was using the "service" command to try to 
start and stop the server -- and the server would not start.

Bottom line -- I installed the "neo4j" command, and then the "neo4j start" 
command ... successfully started the server.

How did I install the command?

I added the symbolic link

        /usr/local/sbin/neo4j

to point to

          /var/lib/neo4j/bin/neo4j

Note: I believe the neo4j-shell command was already in that location, which 
is why I installed the neo4j link.

It appears to me, perhaps incorrectly, that the installation did not 
install the neo4j command properly.
I documented the steps that I took to install neo4j on the ubuntu 14.04 box 
previously in the thread
(ending in sudo apt-get install neo4j, I think, after adding the location 
of the repository).
I don't believe there were any errors reported, and all said and done, a 
user would have neo4j-shell
but not "neo4j" as commands.

This was neo4j 2.2.x, I can provide the x if it is of importance (would 
have to investigate).

-Jay Pedersen
 

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