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Table 1 Summary of the primary and final input variables of materials parameters in data pre-processing

From: A supervised machine learning tool to predict the bactericidal efficiency of nanostructured surface

   

Raw Data

Data Transformation

Dataset I

Category

Features

Type

Range or Labels

  

Materials

Materials

Nominal

Ti, TiO2, Ti-OH, Ti6Al4V, Si, PET, CaP, ZnO, Pd, C, PS-b-P2VP, PS-block-PMMA

Simplified

Ti, Si, CaP, ZnO, Pd, C, Polymer