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Mathematical Foundations of Infinite-Dimensional Statistical Models

About Mathematical Foundations of Infinite-Dimensional Statistical Models

High-dimensional and nonparametric statistical models are ubiquitous in modern data science. This book develops a mathematically coherent and objective approach to statistical inference in such models, with a focus on function estimation problems arising from random samples or from Gaussian regression/signal in white noise problems.

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  • Language:
  • English
  • ISBN:
  • 9781108994132
  • Binding:
  • Paperback
  • Pages:
  • 704
  • Published:
  • March 24, 2021
  • Edition:
  • Dimensions:
  • 177x254x46 mm.
  • Weight:
  • 1278 g.
Delivery: 1-2 weeks
Expected delivery: March 23, 2025

Description of Mathematical Foundations of Infinite-Dimensional Statistical Models

High-dimensional and nonparametric statistical models are ubiquitous in modern data science. This book develops a mathematically coherent and objective approach to statistical inference in such models, with a focus on function estimation problems arising from random samples or from Gaussian regression/signal in white noise problems.

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