It is appropriate to applaud the band or orchestra at the completion of each musical arrangement or song. The applause communicates your appreciation for their music.
Simply stop, face the band, and applaud. You should then thank your partner for the dance and the gentleman will escort the lady off the dance floor.
Never ever walk off the dance floor leaving your partner standing alone.