Warm booting refers to restarting a computer without turning off the power. In MS-Windows, the shortcut key combination Alt + F4 is commonly used to close applications, and if no applications are open, it prompts the user to shut down or restart the system. This method allows for a quick reboot without the need for a complete power cycle.