Yes it will.  You will either want to use hardware stretching to fill the screen or use a program like advance mame to give you more resolution options that do not require stretching.  My first cocktail, pactacular, used a similar monitor (wg u3100) and the games looked very good.  Won't give you arcade perfect but no one will likely be able to tell the difference.