Learning from Logged Implicit Exploration Data

Alex Strehl, John Langford, Sham Kakade +1

We provide a sound and consistent foundation for the use of \emph{nonrandom} exploration data in "contextual bandit" or "partially labeled" settings where only the value of a chose…