Diagnosis of obstructive sleep apnea in children based on the XGBoost algorithm using nocturnal heart rate and blood oxygen feature

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

On a Method to Measure Supervised Multiclass Model’s Interpretability: Application to Degradation Diagnosis (Short Paper)

Dagstuhl Research Online Publication Server · 2024 · 13.3K citations · Full text

Computing, Computer Science, Data Science +17

XGBoost: A Scalable Tree Boosting System

arXiv (Cornell University) · 2016 · 7.1K citations · Full text

Computing, Computer Science, Data Science +16

Rules for Scoring Respiratory Events in Sleep: Update of the 2007 AASM Manual for the Scoring of Sleep and Associated Events

Richard B. Berry, Rohit Budhiraja, Daniel J. Gottlieb et al. · Journal of Clinical Sleep Medicine · 2012 · 5.2K citations · Full text

Medicine, Pediatrics, Pediatric Pulmonology +16

Diagnosis and Management of Childhood Obstructive Sleep Apnea Syndrome

Carole L. Marcus, Lee J. Brooks, Kari A. Draper et al. · PEDIATRICS · 2012 · 2.4K citations

Medicine, Child Health, Pediatrics +17