Search-Based Structured Prediction as Classification

Solutions to computationally hard problems often require that search be used. Integrating search into the learning phase has been previously proposed in an ad-hoc manner [2]. In this paper, we show that structured prediction can be mapped into a search setting using language from reinforcement learning, and known techniques for reinforcement learning [7] can give formal performance bounds on the structured prediction task.