@system> ALTER USER neo4j SET PASSWORD 'xxxyyy';
Unsupported administration command: ALTER USER neo4j SET PASSWORD 'xxxyyy';
@system> :quit
Note: you can still do it, instead do this:
create or replace user neo4j set password 'xxxyyy'
Doco i was following was here: