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Table 3 Estimated RMSE of estimators for the cut-off θ by varying distributional assumptions on the continuous risk indicator X for unbalanced sample sizes (60/20), (150/50) and (300,100) and Youden Index J = 0.4

From: oA novel nonparametric approach for estimating cut-offs in continuous risk indicators with application to diabetes epidemiology

  

J = 0.4

  

60/20

150/50

300/100

  

Bias

RMSE

Bias

RMSE

Bias

RMSE

Normal, equal variances

θ = 6.762

 

N

0.000

0.096

0.001

0.057

0.003

0.041

 

TN

-0.016

0.090

-0.016

0.053

-0.015

0.039

 

EMP

0.463

0.513

0.489

0.520

0.499

0.519

 

KM

0.019

0.153

0.012

0.106

0.008

0.080

 

DS

0.010

0.188

0.007

0.145

0.009

0.125

Normal^ (-1/3)

θ = 3.068

 

N

0.370

0.434

0.424

0.453

0.436

0.451

 

TN

-0.154

0.242

-0.151

0.199

-0.145

0.171

 

EMP

0.697

0.850

0.757

0.852

0.785

0.841

 

KM

0.133

0.310

0.083

0.190

0.072

0.151

 

DS

-0.007

0.367

-0.004

0.287

0.001

0.238

Mix1

θ = 11.659

 

N

-0.260

0.317

-0.254

0.280

-0.250

0.263

 

TN

-0.706

0.755

-0.694

0.716

-0.689

0.701

 

EMP

-0.357

0.680

-0.226

0.496

-0.132

0.363

 

KM

-0.088

0.365

-0.092

0.269

-0.088

0.213

 

DS

-0.292

0.593

-0.176

0.450

-0.107

0.346

Mix2

θ = 10.665

 

N

0.532

0.575

0.545

0.562

0.551

0.559

 

TN

-0.050

0.196

-0.055

0.133

-0.055

0.101

 

EMP

-0.058

0.419

-0.026

0.332

-0.007

0.254

 

KM

0.150

0.393

0.102

0.265

0.069

0.186

 

DS

-0.023

0.388

-0.002

0.318

0.007

0.246

Mix3

θ = 14.244

 

N

-1.831

1.854

-1.840

1.850

-1.850

1.854

 

TN

-1.209

1.246

-1.213

1.228

-1.211

1.219

 

EMP

-0.947

1.539

-1.013

1.614

-0.867

1.502

 

KM

-1.700

2.059

-1.754

2.098

-1.672

2.043

 

DS

-1.059

1.589

-1.084

1.641

-0.919

1.531

Mix4

θ = 14.430

 

N

-1.823

1.849

-1.836

1.846

-1.838

1.843

 

TN

-1.133

1.175

-1.129

1.145

-1.141

1.149

 

EMP

-0.698

1.418

-0.478

1.174

-0.352

0.992

 

KM

-1.408

1.876

-1.144

1.636

-0.924

1.450

 

DS

-0.799

1.447

-0.549

1.197

-0.391

1.018

  1. DS = Dempfle and Stute estimator; EMP = empirical conditional distribution function method; J = Youden Index;
  2. KM = Kernel method; N = Normal method; TN = transformed normal method