An automated software methodology for statistics, data pre-processing, and machine learning

doi:10.1016/j.cmpb.2025.109096

An automated software methodology for statistics, data pre-processing, and machine learning

2025-09-30

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Hermann B. Frieboes *

DOI：10.1016/j.cmpb.2025.109096

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Abstract

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• Exponential increase in biomedical data has made analysis increasingly challenging • Analysis requires substantial training and expertise to arrive at valid conclusions • This study designs a novel software methodology for automated clinical data analysis • Includes data pre-processing, statistics, survival analysis, and machine learning • Use-case scenarios are explored to illustrate major capabilities of the system

An automated software methodology for statistics, data pre-processing, and machine learning

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