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17.1 Stochastic Bandits 186 17.2 Adversarial Bandits 188 17.3 Notes 190 17.4 Bibliographic Remarks 190 17.5 Exercises 190 Part V Contextual and Linear Bandits 191 18 Contextual Bandits 193 18.1 Contextual Bandits: One Bandit per Context 193 18.2 Bandits with Expert Advice 195 18.3 Exp4 197 18.4 Regret Analysis 198 18.5 Notes 200 18.6 ... italia 188