Is a Muslim man allowed to shake hand with a non-Muslim woman or vice versa?

There are many cases, specially for the Muslims living in non-Muslim countries, that a non-Muslim woman draws her hand towards a Muslim man to greet him with shaking hands, or a non-Muslim man tries to shake hand with a Muslim woman. What to do in this situation?