Numerical methods of statistics /

Main Author: Monahan, John F.
Format: Book
Language:English
Published: Cambridge ; New York : Cambridge University Press, c2011.
Edition:2nd ed.
Series:Cambridge series in statistical and probabilistic mathematics
Subjects:
Table of Contents:
  • Algorithms and computer
  • Computer arithmetic
  • Matrices and linear equations
  • More methods for solving linear equations
  • Regression computations
  • Eigenproblems
  • Function: interpolation, smoothing, and approximation
  • Introduction to optimization and nonlinear equations
  • Maximum likelihood and nonlinear regression
  • Numerical integration and Monte Carlo methods
  • Generating random variables from other distributions
  • Statistical methods for integration and Monte Carlo
  • Markov Chain Monte Carlo methods
  • Sorting and fast algorithms.