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Table 1 Mean square prediction errors (MSPE) for recursive Hybrid Model and Individual RF Models for synthetic data

From: Recursive model for dose-time responses in pharmacological studies

Subject

Leave-one-out MSPE (×10−3)

 

Noiseless

Uniform Noise

Gaussian Noise

 

Hybrid Model

Individual Model

Hybrid Model

Individual Model

Hybrid Model

Individual Model

S1

0.605

36.816

2.778

38.562

1.969

36.952

S2

1.049

37.945

1.529

36.127

2.232

31.976

S3

1.246

4.620

1.538

5.038

2.035

6.337

S4

0.384

4.622

0.505

3.917

0.503

5.418

S5

1.536

8.050

2.889

9.469

3.298

8.597

S6

1.009

15.008

1.119

18.273

1.469

13.589

S7

0.800

35.575

3.153

37.474

1.211

39.244

Mean

0.947

20.377

1.930

21.266

1.817

20.302

  1. Bold values indicate the best performance