Springer Theses

Applying Machine Learning for Automated Classification of Biomedical Data in Subject-Independent Settings

Authors: T. Pham, Thuy

Free Preview
  • Nominated as an outstanding PhD thesis by The University of Sydney, Australia
  • Reports on an improved feature selection technique based on voting
  • Offers a comprehensive review of machine learning methods for unsupervised classification and feature selection
see more benefits

Buy this book

eBook 101,14 €
price for Spain (gross)
  • ISBN 978-3-319-98675-3
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 124,79 €
price for Spain (gross)
  • ISBN 978-3-319-98674-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
About this book

This book describes efforts to improve subject-independent automated classification techniques using a better feature extraction method and a more efficient model of classification. It evaluates three popular saliency criteria for feature selection, showing that they share common limitations, including time-consuming and subjective manual de-facto standard practice, and that existing automated efforts have been predominantly used for subject dependent setting. It then proposes a novel approach for anomaly detection, demonstrating its effectiveness and accuracy for automated classification of biomedical data, and arguing its applicability to a wider range of unsupervised machine learning applications in subject-independent settings.


Table of contents (7 chapters)

  • Introduction

    Pham, Thuy T.

    Pages 1-3

    Preview Buy Chapter 30,19 €
  • Background

    Pham, Thuy T.

    Pages 5-18

    Preview Buy Chapter 30,19 €
  • Algorithms

    Pham, Thuy T.

    Pages 19-25

    Preview Buy Chapter 30,19 €
  • Point Anomaly Detection: Application to Freezing of Gait Monitoring

    Pham, Thuy T.

    Pages 27-47

    Preview Buy Chapter 30,19 €
  • Collective Anomaly Detection: Application to Respiratory Artefact Removals

    Pham, Thuy T.

    Pages 49-81

    Preview Buy Chapter 30,19 €

Buy this book

eBook 101,14 €
price for Spain (gross)
  • ISBN 978-3-319-98675-3
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 124,79 €
price for Spain (gross)
  • ISBN 978-3-319-98674-6
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
Loading...

Recommended for you

Loading...

Bibliographic Information

Bibliographic Information
Book Title
Applying Machine Learning for Automated Classification of Biomedical Data in Subject-Independent Settings
Authors
Series Title
Springer Theses
Copyright
2019
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-319-98675-3
DOI
10.1007/978-3-319-98675-3
Hardcover ISBN
978-3-319-98674-6
Series ISSN
2190-5053
Edition Number
1
Number of Pages
XV, 107
Number of Illustrations
3 b/w illustrations, 32 illustrations in colour
Topics