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Mathematical Foundations of Infinite-Dimensional Statistical Models

af Evarist (University of Connecticut) Gine

indgår i Cambridge Series in Statistical and Probabilistic Mathematics serien

Mathematical Foundations of Infinite-Dimensional Statistical Models af Evarist (University of Connecticut) Gine
Bag om 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 (density estimation) or from Gaussian regression/signal in white noise problems.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9781107043169
  • Indbinding:
  • Hardback
  • Sideantal:
  • 720
  • Udgivet:
  • 18. November 2015
  • Størrelse:
  • 187x264x45 mm.
  • Vægt:
  • 1544 g.
  • 2-3 uger.
  • 9. Oktober 2024
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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 (density estimation) or from Gaussian regression/signal in white noise problems.

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