Multivariate Biomarker Discovery Data Science Methods for Efficient Analysis of High-Dimensional Biomedical Data
Book contents
- Multivariate Biomarker Discovery
- Multivariate Biomarker Discovery
- Copyright page
- Dedication
- Contents
- Preface
- Acknowledgments
- Part I Framework for Multivariate Biomarker Discovery
- 1 Introduction
- 2 Multivariate Analytics Based on High-Dimensional Data: Concepts and Misconceptions
- 3 Predictive Modeling for Biomarker Discovery
- 4 Evaluation of Predictive Models
- 5 Multivariate Feature Selection
- Part II Regression Methods for Estimation
- Part III Classification Methods
- Part IV Biomarker Discovery via Multistage Signal Enhancement and Identification of Essential Patterns
- Part V Multivariate Biomarker Discovery Studies
- References
- Index
1 - Introduction
from Part I - Framework for Multivariate Biomarker Discovery
Published online by Cambridge University Press: 30 May 2024
Book contents
- Multivariate Biomarker Discovery
- Multivariate Biomarker Discovery
- Copyright page
- Dedication
- Contents
- Preface
- Acknowledgments
- Part I Framework for Multivariate Biomarker Discovery
- 1 Introduction
- 2 Multivariate Analytics Based on High-Dimensional Data: Concepts and Misconceptions
- 3 Predictive Modeling for Biomarker Discovery
- 4 Evaluation of Predictive Models
- 5 Multivariate Feature Selection
- Part II Regression Methods for Estimation
- Part III Classification Methods
- Part IV Biomarker Discovery via Multistage Signal Enhancement and Identification of Essential Patterns
- Part V Multivariate Biomarker Discovery Studies
- References
- Index
Summary
Chapter 1 focuses on terminology and basic concepts of the area, and places multivariate biomarker discovery in the context of biomarker studies and personalized medicine. For ease of reference, included are also short descriptions of some of the terms and concepts introduced and discussed in various parts of the book.
Keywords
- Type
- Chapter
- Information
- Multivariate Biomarker DiscoveryData Science Methods for Efficient Analysis of High-Dimensional Biomedical Data, pp. 3 - 15Publisher: Cambridge University PressPrint publication year: 2024