Imputation, Social Choice, and Partial Preferences

John A. Doucette

Abstract: I present a novel solution for social choice problems with missing preference information, using machine learning to impute the missing data based on latent patterns in the votes that are provided. My technique offers a new conceptualization of the problem, with the potential for building a strong connection between social choice theory and machine learning, and with excellent performance in practice.