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

von Thuy T. Pham
Softcover - 9783030075187
106,99 €
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Hardcover - 9783319986746
106,99 €

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Weitere Formate

Hardcover - 9783319986746
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Beschreibung

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.


Details

Verlag Springer International Publishing
Ersterscheinung 25. Januar 2019
Maße 23.5 cm x 15.5 cm
Gewicht 201 Gramm
Format Softcover
ISBN-13 9783030075187
Auflage Softcover reprint of the original 1st ed. 2019
Seiten 107