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Table 2 Means of the metric values and of their ranks among the different methods over the 14 studied datasets separated into method for the following metrics: sepscore, avedist, klmetr and pvca

From: Combining location-and-scale batch effect adjustment with data cleaning by latent factor adjustment

sepscore

Mean values

combat

fabatch

stand

sva

meanc

ratiog

ratioa

none

 

0.09895

0.10227

0.13238

0.15217

0.15807

0.16618

0.18314

0.2806

Mean ranks

combat

fabatch

stand

sva

meanc

ratiog

ratioa

none

 

2.28571

3.35714

3.71429

4.42857

4.64286

4.78571

5.92857

6.85714

avedist

Mean values

meanc

ratiog

ratioa

combat

stand

fabatch

sva

none

 

233.32619

235.27321

235.39525

235.52757

237.86855

239.53197

240.55365

243.10948

Mean ranks

meanc

combat

ratiog

ratioa

fabatch

stand

none

sva

 

3.07143

3.57143

3.57143

3.57143

5.14286

5.21429

5.78571

6.07143

klmetr

Mean values

fabatch

combat

stand

sva

meanc

ratioa

ratiog

none

 

0.32312

0.33748

0.35524

1.08835

1.13029

1.15025

1.23577

2.85956

Mean ranks

combat

fabatch

stand

sva

meanc

ratioa

ratiog

none

 

2.85714

3

3.14286

4.57143

4.71429

4.92857

5.42857

7.35714

pvca

Mean values

sva

combat

meanc

ratioa

ratiog

stand

fabatch

none

 

0.06364

0.06015

0.05636

0.0502

0.04933

0.04741

0.04569

0.04477

Mean ranks

sva

combat

meanc

ratioa

stand

ratiog

fabatch

none

 

2.92857

3.14286

3.57143

5

5.07143

5.21429

5.35714

5.71429

  1. In each row the results are listed in descending order according to mean performance in terms of the original values and their ranks, respectively. The results of FAbatch are printed in bold