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Table 28 Summary of part D scenarios, and optimal levels of features selected from each scenario

From: Data reduction techniques for highly imbalanced medicare Big Data

Scenario

Description

Scenario One

RUS only: RUS 1:81 selected

Scenario Two

Feature selection only: 10 features selected

Scenario Three

Feature selection, then RUS: 10 features and RUS 1:81 selected

Scenario Four

RUS, then feature selection: RUS 1:81 and 10 features selected

Scenario Five

No preprocessing done on the data