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Winning Price Prediction

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Tencent Advertising Technology
Tencent Advertising Technology
Nov 8, 2024 · Artificial Intelligence

Optimizing Real-Time Bidding: Machine Learning Approaches for Bid Shading and Winning Price Prediction

This article explores advanced machine learning techniques for optimizing bid shading in real-time advertising auctions, introducing a mixed censorship multi-task learning framework and a cost-effective active learning strategy to accurately predict winning price distributions and overcome sample selection bias.

Auction MechanismsBid ShadingMachine Learning
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Optimizing Real-Time Bidding: Machine Learning Approaches for Bid Shading and Winning Price Prediction