long-term reward

DataFunTalk

Nov 12, 2020 · Artificial Intelligence

Reinforcement Learning for Recommendation System Mixing: Concepts, Practice, and Evaluation

This article explains how reinforcement learning, with its focus on maximizing long‑term reward, can improve recommendation system mixing by covering basic RL concepts, differences from supervised learning, multi‑armed bandit approaches, practical OpenAI Gym experiments, new AUC metrics, online gains, and advanced model optimizations.

Multi-armed banditOpenAI GymQ-learning

0 likes · 10 min read

Reinforcement Learning for Recommendation System Mixing: Concepts, Practice, and Evaluation

DataFunTalk

Sep 30, 2019 · Artificial Intelligence

Reinforcement Learning for Recommender Systems: Challenges, Solutions, and Key Papers

This article reviews recent advances in applying reinforcement learning to recommendation systems, explains the fundamental RL concepts, discusses the specific challenges such as large action spaces, bias, and long‑term reward modeling, and summarizes two influential YouTube papers along with practical insights and future directions.

long-term rewardoff-policyrecommender systems

0 likes · 13 min read

Reinforcement Learning for Recommender Systems: Challenges, Solutions, and Key Papers