Description

Book Synopsis
01/07 This title is now available from Walter de Gruyter. Please see www.degruyter.com for more information. This monograph deals with random forests and aims to show that, despite the outward simplicity of the forest graph design, the problems emerging in relation to the phenomenon are challenging, and their solution often requires subtle mathematical methods. The book focuses on forests formed by simply generated trees. While the notion of the simply generated family of trees covers many known tree classes, this approach to the study of random forests gives a chance to obtain results for various forest types in a uniform way. The main objective of the book is to provide the full description of the limit behaviour of the random forest's most important characteristics: maximum tree size and number of trees of a given size and height. The main probability methods used in the book are the generalized allocation scheme and methods of the branching process theory.

Table of Contents
Frontmatter -- Contents -- Preface -- Chapter 1. Probabilistic Methods in Studying Trees and Forests -- Chapter 2. The Maximum Size of a Tree in a Random Forest -- Chapter 3. Limit Distributions of the Number of Trees of a Given Size -- Chapter 4. Limit Distributions of the Height of a Random Forest -- Bibliography

Random Forests

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    A Hardback by Yu. L. Pavlov


      View other formats and editions of Random Forests by Yu. L. Pavlov

      Publisher: Brill
      Publication Date: 01/03/2000
      ISBN13: 9789067643146, 978-9067643146
      ISBN10:

      Description

      Book Synopsis
      01/07 This title is now available from Walter de Gruyter. Please see www.degruyter.com for more information. This monograph deals with random forests and aims to show that, despite the outward simplicity of the forest graph design, the problems emerging in relation to the phenomenon are challenging, and their solution often requires subtle mathematical methods. The book focuses on forests formed by simply generated trees. While the notion of the simply generated family of trees covers many known tree classes, this approach to the study of random forests gives a chance to obtain results for various forest types in a uniform way. The main objective of the book is to provide the full description of the limit behaviour of the random forest's most important characteristics: maximum tree size and number of trees of a given size and height. The main probability methods used in the book are the generalized allocation scheme and methods of the branching process theory.

      Table of Contents
      Frontmatter -- Contents -- Preface -- Chapter 1. Probabilistic Methods in Studying Trees and Forests -- Chapter 2. The Maximum Size of a Tree in a Random Forest -- Chapter 3. Limit Distributions of the Number of Trees of a Given Size -- Chapter 4. Limit Distributions of the Height of a Random Forest -- Bibliography

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