The flowers aren't white, by any chance, are they? If they are, the plant isn't morning glory, it's bindweed. Spreads like crazy and very difficult to eradicate.
"Isn't it enough to see that a garden is beautiful without having to believe that there are fairies at the bottom of it too?" - Douglas Adams