Table 1 List of acronyms.

From: Lifestyle data-based multiclass obesity prediction with interpretable ensemble models incorporating SHAP and LIME analysis

Acronym

Full form

Acronym

Full form

ADB

AdaBoost

HIPAA

Health Insurance Portability and Accountability Act

ANN

Artificial neural networks

KNN

K-nearest neighbour

AUC

Area under the curve

LGBM

Light gradient boosting machine

AUPRC

Area under the precision-recall curve

LIME

Local interpretable model-agnostic explanations

BDT

Bagged decision tree

LR

Logistic regression

BME

Bagging meta-estimator

MCC

Matthews correlation coefficient

BMI

Body mass index

MLP

Multilayer perceptron

BNB

Bernoulli naive Bayes

NB

Naive Bayes

CART

Classification and regression trees

PBD

Pediatric big data

CB

Cat boosting

PLS

Partial least squares

DT

Decision tree

RF

Random forest

EHR

Electronic health record

ROC

Receiver operating characteristic

ERT

Extremely randomized trees

SD

Standard deviation

ET

Extra trees

SHAP

SHapley additive exPlanations

FN

False negative

SVM

Support vector machine

FP

False positive

TN

True negative

FDA

Food and Drug Administration

TP

True positive

FPR

False positive rate

TPR

True positive rate

GB

Gradient boosting

WHO

World Health Organisation

GDPR

General Data Protection Regulation

XAI

Explainable artificial intelligence

GLM

Generalized linear model

XGB

Extreme gradient boosting

GNB

Gaussian naive Bayes