Visit our Christmas Gift Finder
Data-Driven Computational Methods: Parameter and Operator Estimations (Hardback)
  • Data-Driven Computational Methods: Parameter and Operator Estimations (Hardback)
zoom

Data-Driven Computational Methods: Parameter and Operator Estimations (Hardback)

(author)
£49.99
Hardback 168 Pages / Published: 12/07/2018
  • We can order this

Usually dispatched within 2 weeks

  • This item has been added to your basket
Modern scientific computational methods are undergoing a transformative change; big data and statistical learning methods now have the potential to outperform the classical first-principles modeling paradigm. This book bridges this transition, connecting the theory of probability, stochastic processes, functional analysis, numerical analysis, and differential geometry. It describes two classes of computational methods to leverage data for modeling dynamical systems. The first is concerned with data fitting algorithms to estimate parameters in parametric models that are postulated on the basis of physical or dynamical laws. The second is on operator estimation, which uses the data to nonparametrically approximate the operator generated by the transition function of the underlying dynamical systems. This self-contained book is suitable for graduate studies in applied mathematics, statistics, and engineering. Carefully chosen elementary examples with supplementary MATLAB ® codes and appendices covering the relevant prerequisite materials are provided, making it suitable for self-study.

Publisher: Cambridge University Press
ISBN: 9781108472470
Number of pages: 168
Weight: 500 g
Dimensions: 253 x 178 x 13 mm

You may also be interested in...

The Algorithm Design Manual
Added to basket
Sets, Logic and Maths for Computing
Added to basket
Data Analysis with Open Source Tools
Added to basket
Coding Theory
Added to basket
£44.99
Paperback
Cryptanalysis
Added to basket
Concrete Mathematics
Added to basket
MATLAB Demystified
Added to basket
£21.99
Paperback
Discrete Mathematics
Added to basket
Foundation Mathematics
Added to basket
A First Course in Coding Theory
Added to basket
The Art of Computer Programming
Added to basket
Probability and Computing
Added to basket
Numerical Recipes 3rd Edition
Added to basket
Automata and Computability
Added to basket

Please sign in to write a review

Your review has been submitted successfully.