Ask them/ tell them to sit at the back of the room.
It's always more effective to change the situational dynamics rather than to try to change the person. Some people will automatically try to join a conversation if they are in the middle of it. When out of the line of sight, they are less likely to interrupt.
It doesn't always work. But telling people to be silent doesn't always work either: this is an alternative strategy.
