Thanks deblasio on http://windows7forums.com
He found the problem was that Windows firewall service was disabled that makes the printer sharing does not work.
Enable that, you can share easily
Ref: http://windows7forums.com/windows-7-networking/4081-cant-share-printer-get-error.html