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Table 5 Prediction performance (MCC Scores) of individual predictors for the Human dataset

From: Minimalist ensemble algorithms for genome-wide protein localization prediction

 

YLoc (2010)

MultiLoc2 (2009)

KnowPred (2009)

Subcell (2008)

WoLFPSORT (2007)

BaCelLo (2006)

CELLO (2006)

SubLoc (2001)

LR with all 8 predictors

Cytosol

0.308

0.334

0.307

0.050

0.261

0.220

0.117

0.065

0.362

Mitochondrion

0.546

0.451

0.048

0.080

0.329

0.439

0.369

0.264

0.515

Nucleus

0.454

0.293

0.419

0.122

0.277

0.233

0.234

0.162

0.375

Secretory

0.720

0.627

0.477

0.205

0.553

0.607

0.428

0.339

0.712

Overall Accuracy

0.628

0.581

0.514

0.303

0.527

0.54

0.419

0.375

0.646