Research Article

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

Table 5

The best values of ML’s parameters are applied to the features selected by chi-square.

ModelParametersValues

DTImpurityGini
maxDepth3
maxBins10

RFImpurityGini
maxDepth6
maxBins32

LRregParam0.8
maxIter20

SVMregParam0.01
maxIter100
NBSmoothing0.2

GBT ClassifiermaxDepth2
maxBins60