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metric transformation

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Model Perspective
Model Perspective
May 15, 2022 · Fundamentals

Standardizing Evaluation Indicators: Convert Small, Central, and Interval Metrics to Large Scores

This article explains the concept of indicator standardization, describing why aligning metric directions is essential, and provides step-by-step transformations for small, central, and interval-type indicators—such as reciprocal, translation, and scaling methods—to convert them into large-scale metrics where higher values indicate better performance.

data normalizationevaluation metricsindicator standardization
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Standardizing Evaluation Indicators: Convert Small, Central, and Interval Metrics to Large Scores