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14 - Multistage Signal Enhancement

from Part IV - Biomarker Discovery via Multistage Signal Enhancement and Identification of Essential Patterns

Published online by Cambridge University Press:  30 May 2024

Darius M. Dziuda
Darius M. Dziuda
Affiliation:
Central Connecticut State University
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Summary

Chapters 14 and 15 describe a method for the identification of parsimonious and robust multivariate biomarkers that may also have the best chance for plausible biological interpretation. The method is based on multistage signal enhancement and identification of essential patterns. Chapter 14 covers the first logical part of this method – the multistage signal enhancement approach leading to the identification of a pool of potentially important variables.

Keywords

Noise eliminationSignal enhancementMultistage approachPool of potentially important variables

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Chapter
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Multivariate Biomarker Discovery
Data Science Methods for Efficient Analysis of High-Dimensional Biomedical Data
 , pp. 209 - 212
Publisher: Cambridge University Press
Print publication year: 2024

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