Bandit Convex Optimisation

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Bandit Convex Optimisation

Product information

Author:

Type: Hardback

ISBN: 9781009607599

Date: 19th March, 2026

Publisher: Cambridge University Press

  1. Categories

  2. Optimization
  3. Machine Learning
  4. Pattern Recognition

Description

This comprehensive reference brings readers to the frontier of research on bandit convex optimization or zeroth-order convex optimization. The focus is on theoretical aspects, with short, self-contained chapters covering all the necessary tools from convex optimization and online learning, including gradient-based algorithms, interior point methods, cutting plane methods and information-theoretic machinery. The book features a large number of exercises, open problems and pointers to future research directions, making it ideal for students as well as researchers.

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