# Perturbations, Optimization, and Statistics

Canonical: https://www.bookquiver.com/tamir-hazan/perturbations-optimization-and-statistics/9780262549943

![Perturbations, Optimization, and Statistics](https://quivercdn.com/covers/the-mit-press/tamir-hazan/perturbations-optimization-and-statistics_978-02-6254-994-3.jpg?v=2026-06-01%2002%3A20%3A22)

- Book: [Perturbations, Optimization, and Statistics](https://www.bookquiver.com/tamir-hazan/perturbations-optimization-and-statistics) ([Perturbations, Optimization, and Statistics.md](https://www.bookquiver.com/tamir-hazan/perturbations-optimization-and-statistics.md))
- Authors: [Tamir Hazan](https://www.bookquiver.com/tamir-hazan), [George Papandreou](https://www.bookquiver.com/george-papandreou), [Daniel Tarlow](https://www.bookquiver.com/daniel-tarlow)
- Publisher: the_mit_press
- ISBN: 978-02-6254-994-3
- Pages: 412
- Published: 2023-12-05
- Language: en_US
- Binding: Softcover

## Description

A description of perturbation-based methods developed in machine learning to augment novel optimization methods with strong statistical guarantees. In nearly all machine learning, decisions must be made...