Active Embedding Search via Noisy Paired Comparisons

Gregory Canal, Andrew K. Massimino, Mark A. Davenport, Christopher J. Rozell

Abstract: Suppose that we wish to estimate a user’s preference vector $w$ from paired comparisons of the form “does user $w$ prefer item $p$ or item $q$?,” where both the user and items are embedded in a low...