Both are possible. Is is probably a little more formal, and are is probably a little more natural, to my ear at least.
The choice can be one of style, preference or emphasis. The singular would emphasize the individual members of a given group and the plural would put the emphasis on the group as a whole.
In your example I would use are since the number not going is clearly more than one.