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CONTENTS iv 10 1 Concentration for Sums of Bernoulli Random Variables132 10 2 The KL-UCB Algorithm136 10 3 Notes139 10 4 Bibliographic Remarks140 10 5 Exercises140 Part III Adversarial Bandits with Finitely Many Arms 143 11 The Exp3 Algorithm 147 11 1 Adversarial Bandit Environments147 11 2 Importance-Weighted Estimators149 11 3 The Exp3 Algorithm151
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