Table 2 Accuracy of the proposed method for estimating non-linear elastic moduli of beads.

From: Automated estimation of cancer cell deformability with machine learning and acoustic trapping

 

MAE—training

RMSE—training

MAE-testing

RMSE—testing

Fold 1

1.201

1.788

1.029

1.786

Fold 2

1.211

1.760

1.074

1.609

Fold 3

1.180

1.755

1.323

1.887

Fold 4

1.205

1.759

1.114

1.882

Fold 5

1.200

1.781

0.841

1.424

Average

1.199

1.769

1.076

1.718

S.D.

0.010

0.013

0.155

0.178

  1. This table presents arithmetic means and standard deviations of MAE and RMSE obtained from the 5-fold cross-validation. The left two columns are the results for the training data, and the right two columns are the ones for the testing data.