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Probabilistic forecasting and Bayesian data assimilation / Sebastian Reich and Colin Cotter.

By: Contributor(s): Material type: TextTextPublication details: Cambridge : Cambridge University Press, 2015.Description: x, 297 p. : illustrations ; 26 cmISBN:
  • 9781107663916 (pbk.)
Subject(s): DDC classification:
  • 519.2 23 R347
Contents:
Preface; 1. Prologue: how to produce forecasts; Part I. Quantifying Uncertainty: 2. Introduction to probability; 3. Computational statistics; 4. Stochastic processes; 5. Bayesian inference; Part II. Bayesian Data Assimilation: 6. Basic data assimilation algorithms; 7. McKean approach to data assimilation; 8. Data assimilation for spatio-temporal processes; 9. Dealing with imperfect models; References; Index.
Summary: This book covers key ideas and concepts. Ideal introduction for graduate students in any field where Bayesian data assimilation is applied.
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Holdings
Item type Current library Call number Status Date due Barcode Item holds
Books ISI Library, Kolkata 519.2 R347 (Browse shelf(Opens below)) Available 136873
Books ISI Library, Kolkata 519.2 R347 (Browse shelf(Opens below)) Available 136947
Total holds: 0

Includes bibliographical references and index.

Preface;
1. Prologue: how to produce forecasts;
Part I. Quantifying Uncertainty:
2. Introduction to probability;
3. Computational statistics;
4. Stochastic processes;
5. Bayesian inference;
Part II. Bayesian Data Assimilation:
6. Basic data assimilation algorithms;
7. McKean approach to data assimilation;
8. Data assimilation for spatio-temporal processes;
9. Dealing with imperfect models;
References;
Index.

This book covers key ideas and concepts. Ideal introduction for graduate students in any field where Bayesian data assimilation is applied.

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