Why do Antipholus of Syracuse and Dromio of Syracuse decide to go home with Adriana at the end of Act 2, Scene 2?

Antipholus of Syracuse and Dromio of Syracuse decide to go home with Adriana at the end of Act 2, Scene 2 because Adriana knows both his and Dromio's names, so he believes they must have met her before.