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Predict with four models and unify results by the sub-model's specificity score to the four possible classes.

Usage

mi_unify_mod(
  data,
  col_id,
  result_rg,
  result_rp,
  result_xgb,
  result_BP,
  c_value = 0.75,
  pad_len = 30
)

Arguments

data

A dataframe contains the ID column.

col_id

The name of ID column.

result_rg

The result from the Random Forest model.

result_rp

The result from the Decision Tree model.

result_xgb

The result from the XGBoost model.

result_BP

The result from the Backpropagation Neural Network model.

c_value

A numeric value used in the final prediction calculation.

pad_len

The length to pad the ID characters to.

Value

A dataframe.