Computational Statistics

Authors:

ISBN: 978-0-387-98143-7 (Print) 978-0-387-98144-4 (Online)

Table of contents (17 chapters)

  1. Front Matter

    Pages 1-18

  2. Preliminaries

    1. Front Matter

      Pages 1-3

    2. No Access

      Book Chapter

      Pages 5-79

      Mathematical and Statistical Preliminaries

  3. Statistical Computing

    1. Front Matter

      Pages 1-3

    2. No Access

      Book Chapter

      Pages 85-105

      Computer Storage and Arithmetic

    3. No Access

      Book Chapter

      Pages 107-145

      Algorithms and Programming

    4. No Access

      Book Chapter

      Pages 147-202

      Approximation of Functions and Numerical Quadrature

    5. No Access

      Book Chapter

      Pages 203-240

      Numerical Linear Algebra

    6. No Access

      Book Chapter

      Pages 241-304

      Solution of Nonlinear Equations and Optimization

    7. No Access

      Book Chapter

      Pages 305-331

      Generation of Random Numbers

  4. Methods of Computational Statistics

    1. Front Matter

      Pages 1-3

    2. No Access

      Book Chapter

      Pages 337-370

      Graphical Methods in Computational Statistics

    3. No Access

      Book Chapter

      Pages 371-400

      Tools for Identification of Structure in Data

    4. No Access

      Book Chapter

      Pages 401-415

      Estimation of Functions

    5. No Access

      Book Chapter

      Pages 417-433

      Monte Carlo Methods for Statistical Inference

    6. No Access

      Book Chapter

      Pages 435-451

      Data Randomization, Partitioning, and Augmentation

    7. No Access

      Book Chapter

      Pages 453-467

      Bootstrap Methods

  5. Exploring Data Density and Relationships

    1. Front Matter

      Pages 1-5

    2. No Access

      Book Chapter

      Pages 475-485

      Estimation of Probability Density Functions Using Parametric Models

    3. No Access

      Book Chapter

      Pages 487-514

      Nonparametric Estimation of Probability Density Functions

    4. No Access

      Book Chapter

      Pages 515-584

      Statistical Learning and Data Mining

    5. No Access

      Book Chapter

      Pages 585-640

      Statistical Models of Dependencies

  6. Back Matter

    Pages 642-727