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International Journal of Interdisciplinary Research

Table 5 Table of means of permutation feature importances for all measurements and both genders

From: Missing body measurements prediction in fashion industry: a comparative approach

Input feature

Women

Men

LR

RF

GB

SVR

LR

RF

GB

SVR

Height

0.613

0.542

0.551

0.568

0.761

0.653

0.641

0.661

Weight

0.722

0.549

0.571

0.620

0.689

0.490

0.497

0.540

Chest/bust girth

0.514

0.490

0.488

0.492

0.342

0.310

0.305

0.316

Waist girth

0.549

0.450

0.480

0.502

0.391

0.344

0.338

0.352

Hip girth

0.267

0.254

0.254

0.258

0.176

0.167

0.167

0.171

Inside leg length

0.477

0.375

0.376

0.403

0.438

0.340

0.331

0.360

Age

0.044

0.039

0.040

0.042

0.042

0.037

0.038

0.038

Shoe size

0.012

0.009

0.011

0.011

0.018

0.013

0.015

0.015

SPC_manager

0.004

0.002

0.002

0.002

0.007

0.004

0.003

0.004

SPC_student

0.009

0.005

0.004

0.005

0.004

0.002

0.002

0.003

SPC_employee

0.006

0.003

0.002

0.003

0.003

0.001

0.001

0.002

SPC_inactive

0.002

0.001

0.001

0.001

0.001

0.001

0.001

0.001

SPC_laborer

0.003

0.002

0.002

0.002

0.004

0.003

0.002

0.003

SPC_retiree

0.004

0.002

0.001

0.002

0.004

0.002

0.001

0.002

  1. SPC Socio-Professional Category