Alex Tuzhilin, PhD, a professor at New York University's Stern School of Business, will discuss "Improving Predictive Performance of Recommender Systems Using External Aggregate Ratings" at an Information Systems Department Seminar on April 20, 1-2 p.m. in the Guttenberg Information Technologies Center, Room 3720.