1. Introduction

2. Preliminaries

3. UCB for Survey Bandits

4. Confidence Sets for SurveyUCB

5. General Regret Analysis

6. Tail Inequalities for Adapted Observations  

7. Ridge SurveyUCB

8. Elastic Net SurveyUCB

9. Interactive Surveys

10. Simulation