ROI optimization

IEG Growth Platform Technology Team

Jan 10, 2022 · Artificial Intelligence

Applying Reinforcement Learning to Optimize Advertising Bidding ROI

This article presents a comprehensive overview of using reinforcement learning to solve advertising bidding ROI optimization, covering historical foundations, methodological reasoning, system architecture, practical implementation details, challenges, evaluation metrics, and recommended algorithms for real‑world ad placement scenarios.

Machine LearningROI optimizationad bidding

0 likes · 17 min read

Applying Reinforcement Learning to Optimize Advertising Bidding ROI

IEG Growth Platform Technology Team

Dec 6, 2021 · Artificial Intelligence

Model-Free Reinforcement Learning for ROI Optimization: Methods, Advertising Applications, and Tencent Game Advertising Practice

This article introduces model‑free reinforcement learning fundamentals, reviews mainstream solution methods such as Monte‑Carlo, Temporal‑Difference, and n‑step TD with eligibility traces, discusses their application in online advertising and presents Tencent's game advertising practice, including algorithm choices, reward design, and experimental results.

A3CPPOROI optimization

0 likes · 17 min read

Model-Free Reinforcement Learning for ROI Optimization: Methods, Advertising Applications, and Tencent Game Advertising Practice