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Table 1 Brier score of all the methods for regular network

From: Network or regression-based methods for disease discrimination: a comparison study

Method

Brier score with 10-fold CV

 

30

50

100

200

500

1000

Bayesian network

0.236

0.222

0.209

0.201

0.198

0.191

Regression Spline

0.286

0.265

0.235

0.2182

0.210

0.208

Neural network

0.323

0.278

0.248

0.246

0.241

0.233

Logistic Regression

0.317

0.281

0.259

0.250

0.243

0.242

Interaction 1

0.335

0.289

0.263

0.251

0.244

0.241

Interaction 2

0.452

0.351

0.279

0.257

0.246

0.242

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BMC Medical Research Methodology

ISSN: 1471-2288

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