Data

Model

ACC

Precision

Recall

F1-Measure

ROC Area

ecoli-3

LR

0.922

0.917

0.922

0.919

0.910

MPN

0.932

0.933

0.934

0.933

0.932

DT

0.922

0.915

0.922

0.917

0.824

SVM

0.896

0.802

0.896

0.846

0.502

RF

0.934

0.929

0.934

0.932

0.936

APSO-RF

0.938

0.931

0.942

0.941

0.939

glass-1

LR

0.648

0.621

0.648

0.618

0.681

MPN

0.662

0.668

0.662

0.665

0.676

DT

0.775

0.770

0.775

0.771

0.749

SVM

0.793

0.794

0.793

0.784

0.743

RF

0.836

0.837

0.836

0.824

0.896

APSO-RF

0.851

0.841

0.838

0.830

0.902

new-thyroid-1

LR

0.986

0.986

0.986

0.986

0.997

MPN

0.981

0.981

0.981

0.981

0.997

DT

0.981

0.981

0.981

0.981

0.972

SVM

0.879

0.894

0.879

0.847

0.629

RF

0.972

0.972

0.972

0.971

0.998

APSO-RF

0.988

0.987

0.986

0.982

0.998

page-blocks-0

LR

0.951

0.947

0.95

0.947

0.941

MPN

0.968

0.967

0.968

0.967

0.978

DT

0.986

0.986

0.986

0.986

0.991

SVM

0.994

0.992

0.990

0.994

0.977

RF

0.996

0.995

0.992

0.996

0.993

APSO-RF

0.997

0.997

0.994

0.998

0.994

vehicle-1

LR

0.786

0.781

0.786

0.783

0.937

MPN

0.842

0.838

0.840

0.839

0.918

DT

0.717

0.714

0.717

0.716

0.830

SVM

0.492

0.242

0.492

0.325

0.502

RF

0.831

0.803

0.812

0.821

0.933

APSO-RF

0.852

0.840

0.832

0.842

0.944

wisconsin

LR

0.965

0.965

0.965

0.965

0.992

MPN

0.963

0.963

0.963

0.963

0.992

DT

0.959

0.959

0.959

0.959

0.957

SVM

0.960

0.964

0.960

0.961

0.968

RF

0.969

0.969

0.969

0.969

0.993

APSO-RF

0.971

0.975

0.974

0.975

0.994

veast-1

LR

0.757

0.740

0.757

0.728

0.790

MPN

0.769

0.756

0.769

0.757

0.796

DT

0.760

0.745

0.760

0.746

0.726

SVM

0.721

0.713

0.721

0.626

0.526

RF

0.778

0.767

0.778

0.769

0.806

APSO-RF

0.782

0.774

0.782

0.770

0.821