Research Article

Predicting Chronic Kidney Disease Using Hybrid Machine Learning Based on Apache Spark

Table 10

The best values of ML’s parameters which are applied to full features.

ModelParametersValues

DTImpurityGini
maxDepth4
maxBins10

RFImpurityGini
maxDepth7
maxBins32

LRregParam0.3
maxIter10

SVMregParam0.01
maxIter1000
NBSmoothing0.2

GBT ClassifiermaxDepth2
maxBins60