Failed To Open Discovery On Machine: 'xxxxx'

SQL Server 2005 setup fails with the following errors in the setup log:

Failed to find property "ComputerList" {"SqlComputers", "", ""} in cache
Failed to open discovery on machine: 'xxxxxx'

Resolution:
Check network properties to see if "File and Printer sharing" is enabled. If not, enable it and attempt the installation again.