パターン分析の初歩 Elements of Pattern Analysis

Cristianini, Nello/ De Bie, Tijl/ Shawe-Taylor, John

Cambridge University Press（2020/06発売）

• 製本 Hardcover:ハードカバー版
• 言語 ENG
• 商品コード 9780521859882

基本説明

Provides the textbook they need: applications and key topics such as visualization, hypothesis testing, patterns in strings, data mining, random graphs are all given crisp treatments.

Full Description

A new generation of students needs to learn about the interplay between computer science and statistics but do not wish to learn a heavy mathematical overhead. Elements of Pattern Analysis provides the textbook they need: applications and key topics such as visualization, hypothesis testing, patterns in strings, data mining, random graphs are all given crisp treatments. Appendices summarise background topics in optimization, statistics and formal language theory. Computer scientists, electrical engineers and computational biologists will love this book.

Contents

Part I. Essential Concepts in Pattern Analysis: 1. Pattern analysis; 2. Finding patterns; 3. Significant patterns; Part II. Topics in Pattern Analysis; 4. Miing association rules; 5. Patterns in strings; 6. Deterministic string patterns; 7. Stochastic string patterns; 8. Patterns in graphs; 9. Patterns in metric spaces; 10. Integer relations. Appendix.