Introduction to Multi-Armed Bandits

ISBN-13: 9781680836202 / Angielski / Miękka / 2019 / 306 str.

Aleksandrs Slivkins

Spis treści

• Preface
• Introduction: Scope and Motivation
• 1. Stochastic Bandits
• 2. Lower Bounds
• 3. Bayesian Bandits and Thompson Sampling
• 4. Lipschitz Bandits
• 5. Full Feedback and Adversarial Costs
• 6. Adversarial Bandits
• 7. Linear Costs and Semi-bandits
• 8. Contextual Bandits
• 9. Bandits and Games
• 10. Bandits with Knapsacks
• 11. Bandits and Incentives
• Appendices
• Acknowledgements
• References