Book 2011

Chemometrics with R

Multivariate Data Analysis in the Natural Sciences and Life Sciences

Authors:

ISBN: 978-3-642-17840-5 (Print) 978-3-642-17841-2 (Online)

Table of contents (11 chapters)

  1. Front Matter

    Pages i-xiv

  2. No Access

    Chapter

    Pages 1-4

    Introduction

  3. Preliminaries

    1. Front Matter

      Pages 5-5

    2. No Access

      Chapter

      Pages 7-12

      Data

    3. No Access

      Chapter

      Pages 13-39

      Preprocessing

  4. Exploratory Analysis

    1. Front Matter

      Pages 41-41

    2. No Access

      Chapter

      Pages 43-66

      Principal Component Analysis

    3. No Access

      Chapter

      Pages 67-78

      Self-Organizing Maps

    4. No Access

      Chapter

      Pages 79-99

      Clustering

  5. Modelling

    1. Front Matter

      Pages 101-101

    2. No Access

      Chapter

      Pages 103-144

      Classification

    3. No Access

      Chapter

      Pages 145-172

      Multivariate Regression

  6. Model Inspection

    1. Front Matter

      Pages 173-173

    2. No Access

      Chapter

      Pages 175-204

      Validation

    3. No Access

      Chapter

      Pages 205-232

      Variable Selection

  7. Applications

    1. Front Matter

      Pages 233-233

    2. No Access

      Chapter

      Pages 235-267

      Chemometric Applications

  8. Back Matter

    Pages 269-285