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Youku Technology
Youku Technology
Jun 15, 2020 · Artificial Intelligence

Multi-Objective Optimization for Guaranteed Delivery in Video Service Platforms

The paper proposes a two‑stage framework that first fits a differential‑equation‑based exposure‑click (P2C) model for each new video and then uses a genetic‑algorithm multi‑objective optimization to allocate scarce scene‑level exposure slots, simultaneously maximizing total views and halving CTR variance while outperforming manual baselines.

KDDODE modelingclick prediction
0 likes · 8 min read
Multi-Objective Optimization for Guaranteed Delivery in Video Service Platforms
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 11, 2020 · Artificial Intelligence

How to Maximize Video Views with a Multi‑Objective Exposure Optimization Model

This article presents a data‑driven approach for allocating limited video exposure resources by building a PV‑click‑CTR (P2C) sensitivity model and a multi‑objective optimization framework that balances overall view volume and fairness across scenes, validated through offline metrics and online bucket tests.

Big Dataalgorithmexposure optimization
0 likes · 9 min read
How to Maximize Video Views with a Multi‑Objective Exposure Optimization Model