You can disable a computer in a domain from sending announcements. This helps prevent other users from browsing to or searching for the computer. To do this, add the following registry key and value:
Hive: HKEY_LOCAL_MACHINE
Key: SYSTEM\CurrentControlSet\Services\LanmanServer\Parameters\
Value Name: Hidden
DWORD Value: 1