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Reward Optimizing Recommender Systems: Machine Learning Methods for Optimizing Business Metrics Observed at A/B Test Time

Reward Optimizing Recommender Systems: Machine Learning Methods for Optimizing Business Metrics Observed at A/B Test Time

Hardcover

General ComputersGeneral MathematicsSystem Administration

PREORDER - Expected ship date January 18, 2027

ISBN10: 303244425X
ISBN13: 9783032444257
Publisher: Springer
Published: Jan 18 2027
Pages: 231
Language: English

Readers of recent books and recommender systems papers will learn a great deal about a plethora of machine learning techniques used in recommender systems including collaborative filtering, content based recommender systems, click models, off policy estimation, reinforcement learning and contextual bandits. They will also learn about A/B testing, but it will be somewhat an afterthought.

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System Administration