Thuy T. Pham
Applying Machine Learning for Automated Classification of Biomedical Data in Subject-Independent Settings
Paperback Engels 2019 9783030075187
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
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.
Specificaties
ISBN13:9783030075187
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing
Serie:Springer Theses
Lezersrecensies
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Inhoudsopgave
<p>Introduction .- Background .- Algorithms .- Point Anomaly Detection: Application to Freezing of Gait Monitoring .- Collective Anomaly Detection: Application to Respiratory Artefact Removals.- Spike Sorting: Application to Motor Unit Action Potential Discrimination .- Conclusion .</p><br>
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