Is it really possible to give birth without even knowing you were pregnant?

I am fascinated by stories of women who gave birth and didn't even know they were pregnant. I don't understand how they don't feel the baby moving! Do you think it's really possible to have no idea? Or were they just in denial about their pregnancy? Have any of you experienced this?