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Table 5 Standard deviations of the predictions measured for K-means and DENCAST and the result of the Wilcoxon signed-rank tests

From: DENCAST: distributed density-based clustering for multi-target regression

 

30 days

60 days

90 days

DENCAST

K-means

DENCAST

K-means

DENCAST

K-means

Single-target (ST)

 PVItaly

0.0419

0.0497

0.0388

0.0510

0.0389

0.0520

 PVNREL

0.0217

0.0379

0.0196

0.0385

0.0213

0.0386

 LightSource

0.0079

0.0055

0.0061

0.0068

0.0082

0.0090

 WindNREL

0.1063

0.1948

0.1086

0.2113

0.1081

0.2188

 Bike sharing

0.0399

0.0417

0.0398

0.0422

0.0391

0.0425

 Burlington

0.0655

0.0820

0.0636

0.0867

0.0665

0.0862

Average

0.0472

0.0686

0.0461

0.0727

0.0470

0.0745

Winner

DENCAST

DENCAST

DENCAST

p-value

0.0374

0.0139

0.0139

Multi-target (MT)

 PVItaly

0.0360

0.0743

0.0363

0.0740

0.0335

0.0753

 PVNREL

0.0184

0.0416

0.0185

0.0380

0.0197

0.0353

 LightSource

0.0082

0.0080

0.0064

0.0070

0.0041

0.0025

 WindNREL

0.1139

0.1247

0.1137

0.0926

0.1119

0.0794

 Bike sharing

0.0402

0.0918

0.0433

0.0895

0.0459

0.0885

 Burlington

0.0678

0.1427

0.0726

0.1339

0.0673

0.1404

Average

0.0474

0.0805

0.0485

0.0725

0.0470

0.0702

Winner

DENCAST

DENCAST

DENCAST

p-value

0.0232

0.0579

0.0865

  1. Statistically significant results are marked in italics