Reinforcement Learning for Uplift Modeling

2018-11-26Code Available0· sign in to hype

Chenchen Li, Xiang Yan, Xiaotie Deng, Yuan Qi, Wei Chu, Le Song, Junlong Qiao, Jianshan He, Junwu Xiong

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Code

github.com/oppsitre/RLift
tf★ 0

Abstract

Uplift modeling aims to directly model the incremental impact of a treatment on an individual response. In this work, we address the problem from a new angle and reformulate it as a Markov Decision Process (MDP). We conducted extensive experiments on both a synthetic dataset and real-world scenarios, and showed that our method can achieve significant improvement over previous methods.

Tasks

reinforcement-learning Reinforcement Learning Reinforcement Learning (RL)

Reinforcement Learning for Uplift Modeling

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Abstract

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