Before revision:   To address this computational challenge, this paper proposes a hybrid approach that combines machine learning and optimization.
After revision:  Consequently, the ride-sharing operators are often forced to use a relatively short time horizon. To address this computational challenge, this paper proposes a hybrid approach that combines machine learning and optimization.