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

Af: Thuy T. Pham Engelsk Paperback

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

Af: Thuy T. Pham Engelsk Paperback
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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.


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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.


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Produktdetaljer
Sprog: Engelsk
Sider: 107
ISBN-13: 9783030075187
Indbinding: Paperback
Udgave:
ISBN-10: 3030075184
Kategori: Ekspert - og vidensbaserede systemer
Udg. Dato: 25 jan 2019
Længde: 0mm
Bredde: 155mm
Højde: 235mm
Forlag: Springer Nature Switzerland AG
Oplagsdato: 25 jan 2019
Forfatter(e): Thuy T. Pham
Forfatter(e) Thuy T. Pham

Kategori Ekspert - og vidensbaserede systemer

ISBN-13 9783030075187

Sprog Engelsk

Indbinding Paperback

Sider 107

Udgave

Længde 0mm

Bredde 155mm

Højde 235mm

Udg. Dato 25 jan 2019

Oplagsdato 25 jan 2019

Forlag Springer Nature Switzerland AG

Kategori sammenhænge