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data sparsity

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DataFunSummit
DataFunSummit
Dec 28, 2023 · Artificial Intelligence

Problem Analysis and User Value Estimation in Advertising Scenarios

This article analyzes challenges in advertising placement, introduces user value modeling practices such as CLTV estimation, discusses data sparsity, multi‑distribution issues, evaluation metrics, and presents future work on budget allocation and iterative model improvement for growth optimization.

CLTVUser Value Modelingadvertising
0 likes · 11 min read
Problem Analysis and User Value Estimation in Advertising Scenarios
DataFunTalk
DataFunTalk
Dec 2, 2023 · Artificial Intelligence

OPPO's Unified Modeling for App Distribution: Balancing Cost Reduction and User Value

The article examines how OPPO tackles the challenges of sparse, multi‑scenario app‑distribution data by deploying a unified modeling framework, leveraging MMoe and oCPX techniques to enhance recommendation performance, reduce costs, and preserve user value across its software store and game center.

OPPORecommendation systemsdata sparsity
0 likes · 11 min read
OPPO's Unified Modeling for App Distribution: Balancing Cost Reduction and User Value
DataFunSummit
DataFunSummit
Nov 30, 2023 · Artificial Intelligence

OPPO’s Multi‑Scene Unified Modeling and Intelligent Power System for Application Distribution

This interview explains how OPPO tackles the challenges of cost reduction and user value in app distribution by deploying a unified multi‑scene modeling framework, advanced recommendation algorithms such as oCPX and MMoe, and an intelligent power system that balances performance, sparsity, and resource efficiency across its software store and game center.

AIPerformance OptimizationRecommendation systems
0 likes · 11 min read
OPPO’s Multi‑Scene Unified Modeling and Intelligent Power System for Application Distribution