Tor Lattimore

This comprehensive reference brings readers to the frontier of research on bandit convex optimisation or zeroth-order convex optimisation. The focus is on theoretical aspects, with short, self-contained chapters covering all the necessary tools from convex optimisation and online learning, including gradient-based algorithms, interior point methods, cutting plane methods and information-theoretic machinery. Bandit Convex Optimisation features a large number of exercises,...