Research Article

Estimation and Prediction of Hospitalization and Medical Care Costs Using Regression in Machine Learning

Algorithm 1

Linear regression (LR).
Require: Training data D, number of epochs e, learning rate η, and standard deviation σ.
Ensure: Weights.
(1) Initialize weights from standard normal distribution with zero mean and standard deviation σ.
for epoch in 1, …, e do
  for each (x, y) D in random order do
     
   if or then
    Continue
     
   for i in 1, …, k do
    
  end for
end for
return