Hide a window instead of closing it in WPF

I wanted to give WPF a try and was creating a timer application which will pop up a window once a while. But what I wanted was for the application to keep running in the tray even when its closed. The following code does NOT work in WPF for some reason:
private void Window_Closing(object sender, System.ComponentModel.CancelEventArgs [...]