High-Dimensional Probability

High-Dimensional Probability portes grátis

High-Dimensional Probability

An Introduction with Applications in Data Science

Vershynin, Roman

Cambridge University Press

02/2026

346

Dura

Inglês

9781009490641

15 a 20 dias

Descrição não disponível.
Foreword Sara van de Geer; Preface; Appetizer. Using probability to cover a set; 1. A quick refresher on analysis and probability; 2. Concentration of sums of independent random variables; 3. Random vectors in high dimensions; 4. Random matrices; 5. Concentration without independence; 6. Quadratic forms, symmetrization, and contraction; 7. Random processes; 8. Chaining; 9. Deviations of random matrices on sets; Hints for the exercises; References; Index.