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Table 2 Performance of our models on the test set using the reference set II (Group II)

From: Estimation of acute oral toxicity in rat using local lazy learning

Models

“Set_3874”

“Set_2896”

“Set_2583”

“Set_743”

  

R2

MAE

R2

MAE

R2

MAE

R2

MAE

LLR

ECFP4

0.513

0.495

0.623

0.439

0.657

0.415

0.867

0.222

FCFP4

0.481

0.513

0.604

0.457

0.640

0.435

0.818

0.299

MACCS

0.476

0.511

0.568

0.458

0.610

0.431

0.833

0.282

DES

0.459

0.525

0.594

0.451

0.633

0.428

0.824

0.259

LLR_consensus

0.608

0.420

0.711

0.371

0.743

0.354

0.908

0.186

SA

ECFP4

0.519

0.498

0.610

0.468

0.634

0.457

0.731

0.400

FCFP4

0.492

0.513

0.593

0.481

0.619

0.470

0.716

0.438

MACCS

0.484

0.517

0.573

0.485

0.608

0.470

0.745

0.397

DES

0.472

0.522

0.576

0.477

0.610

0.462

0.745

0.361

SA_consensus

0.577

0.452

0.664

0.424

0.690

0.416

0.779

0.365

SR

ECFP4

0.551

0.475

0.650

0.438

0.676

0.424

0.834

0.319

FCFP4

0.520

0.495

0.627

0.458

0.656

0.444

0.772

0.391

MACCS

0.494

0.510

0.585

0.476

0.621

0.460

0.765

0.381

DES

0.473

0.521

0.576

0.477

0.610

0.461

0.747

0.360

SR_consensus

0.593

0.442

0.683

0.411

0.710

0.402

0.825

0.330

GP

ECFP4

0.587

0.436

0.684

0.391

0.709

0.375

0.928

0.161

FCFP4

0.547

0.462

0.659

0.413

0.694

0.394

0.844

0.278

MACCS

0.489

0.493

0.585

0.451

0.630

0.428

0.845

0.292

DES

0.501

0.494

0.610

0.445

0.647

0.426

0.817

0.297

GP_consensus

0.623

0.413

0.717

0.374

0.744

0.362

0.916

0.213

Final_consensus

0.619

0.422

0.712

0.385

0.740

0.374

0.885

0.265