He received his Ph.D. in Applied Mathematics from Brown University and was formerly and Associate Professor in the department of Mathematics and Statistics at the University. of Massachusetts, Amherst. His research focuses on a wide range of music understanding and recognition problems combining probabilistic graphical models and machine learning including musical accompaniment systems, music recognition and analysis.