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Table 4 Comparison of clustering results with the Reference Atlas annotations at developmental ontology Level 3

From: Computational genetic neuroanatomy of the developing mouse brain: dimensionality reduction, visualization, and clustering

Measures

Clustering

E11.5

E13.5

E15.5

E18.5

P4

P14

P28

Average

 

k-means

0.4173

0.3754

0.3882

0.3620

0.3633

0.3480

0.3455

0.3714

NMI

PCA2

0.2545

0.1508

0.1777

0.2344

0.2101

0.2631

0.2718

0.2232

PCA10

0.3831

0.3305

0.3310

0.3045

0.3315

0.3094

0.3247

0.3307

 

t-SNE2

0.5337

0.4947

0.5097

0.3977

0.3556

0.3481

0.3637

0.4290

 

t-SNE10

0.5469

0.5202

0.5065

0.4382

0.4420

0.3484

0.3947

0.4567

 

k-means

0.5820

0.5751

0.5605

0.5815

0.5889

0.6838

0.5839

0.5937

S-index

PCA2

0.6524

0.6869

0.6206

0.6413

0.6399

0.6790

0.6283

0.6498

PCA10

0.6065

0.6547

0.6270

0.6050

0.6278

0.6982

0.6113

0.6329

 

t-SNE2

0.4729

0.5132

0.5387

0.5256

0.5889

0.6736

0.6383

0.5645

 

t-SNE10

0.4724

0.4941

0.5736

0.5968

0.5566

0.6653

0.5673

0.5609

 

k-means

0.1756

0.1516

0.1341

0.1242

0.0609

0.0571

0.0634

0.1096

ARI

PCA2

0.0849

0.0235

0.0066

0.0327

0.0190

0.0386

0.0499

0.0364

PCA10

0.1839

0.1175

0.0980

0.0700

0.0581

0.0388

0.0531

0.0885

 

t-SNE2

0.2654

0.1967

0.1670

0.1021

0.0823

0.0779

0.0788

0.1386

 

t-SNE10

0.2699

0.2123

0.1521

0.1195

0.0902

0.0847

0.0965

0.1464

 

k-means

0.3854

0.5233

0.6028

0.6135

0.6853

0.7253

0.7090

0.6064

Purity

PCA2

0.3127

0.3825

0.4584

0.5190

0.6056

0.6594

0.6473

0.5121

PCA10

0.3918

0.4835

0.5596

0.5560

0.6708

0.6856

0.6892

0.5766

 

t-SNE2

0.4774

0.5824

0.6772

0.6082

0.6795

0.7072

0.7121

0.6349

 

t-SNE10

0.4895

0.6081

0.6473

0.6392

0.7305

0.7306

0.7342

0.6542

  1. See the footnote of Table 3 for detailed explanations.