Nonparametric Functional Data Analysis

Theory and Practice

Authors:

ISBN: 978-0-387-30369-7 (Print) 978-0-387-36620-3 (Online)

Table of contents (14 chapters)

  1. Statistical Background for Nonparametric Statistics and Functional Data

    1. Front Matter

      Pages 1-3

    2. No Access

      Book Chapter

      Pages 5-10

      Introduction to Functional Nonparametric Statistics

    3. No Access

      Book Chapter

      Pages 11-20

      Some Functional Datasets and Associated Statistical Problematics

    4. No Access

      Book Chapter

      Pages 21-35

      What is a Well-Adapted Space for Functional Data?

    5. No Access

      Book Chapter

      Pages 37-44

      Local Weighting of Functional Variables

  2. Nonparametric Prediction from Functional Data

    1. Front Matter

      Pages 45-47

    2. No Access

      Book Chapter

      Pages 49-59

      Functional Nonparametric Prediction Methodologies

    3. No Access

      Book Chapter

      Pages 61-98

      Some Selected Asymptotics

    4. No Access

      Book Chapter

      Pages 99-108

      Computational Issues

  3. Nonparametric Classification of Functional Data

    1. Front Matter

      Pages 109-112

    2. No Access

      Book Chapter

      Pages 113-124

      Functional Nonparametric Supervised Classification

    3. No Access

      Book Chapter

      Pages 125-147

      Functional Nonparametric Unsupervised Classification

  4. Nonparametric Methods for Dependent Functional Data

    1. Front Matter

      Pages 149-151

    2. No Access

      Book Chapter

      Pages 153-157

      Mixing, Nonparametric and Functional Statistics

    3. No Access

      Book Chapter

      Pages 159-194

      Some Selected Asymptotics

    4. No Access

      Book Chapter

      Pages 195-201

      Application to Continuous Time Processes Prediction

  5. Conclusions

    1. Front Matter

      Pages 203-203

    2. No Access

      Book Chapter

      Pages 205-223

      Small Ball Probabilities and Semi-metrics

    3. No Access

      Book Chapter

      Pages 225-225

      Some Perspectives