XGBoost-Based Framework for Smoking-Induced Noncommunicable Disease Prediction
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- Lukas Meier & Sara Van De Geer & Peter Bühlmann, 2008. "The group lasso for logistic regression," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 70(1), pages 53-71, February.
- Simiao Chen & Michael Kuhn & Klaus Prettner & David E Bloom, 2018. "The macroeconomic burden of noncommunicable diseases in the United States: Estimates and projections," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-14, November.
- Xiao Hu & Yang Wang & Jidong Huang & Rong Zheng, 2019. "Cigarette Affordability and Cigarette Consumption among Adult and Elderly Chinese Smokers: Evidence from A Longitudinal Study," IJERPH, MDPI, vol. 16(23), pages 1-20, December.
- Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2014.
"High-Dimensional Methods and Inference on Structural and Treatment Effects,"
Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 29-50, Spring.
- Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2013. "High dimensional methods and inference on structural and treatment effects," CeMMAP working papers 59/13, Institute for Fiscal Studies.
- Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2013. "High dimensional methods and inference on structural and treatment effects," CeMMAP working papers CWP59/13, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Esra Zihni & Vince Istvan Madai & Michelle Livne & Ivana Galinovic & Ahmed A Khalil & Jochen B Fiebach & Dietmar Frey, 2020. "Opening the black box of artificial intelligence for clinical decision support: A study predicting stroke outcome," PLOS ONE, Public Library of Science, vol. 15(4), pages 1-15, April.
- Roman Salmerón Gómez & José García Pérez & María Del Mar López Martín & Catalina García García, 2016. "Collinearity diagnostic applied in ridge estimation through the variance inflation factor," Journal of Applied Statistics, Taylor & Francis Journals, vol. 43(10), pages 1831-1849, August.
- Rongjun Chen & Jinhui Lin, 2020. "Identification of feature risk pathways of smoking-induced lung cancer based on SVM," PLOS ONE, Public Library of Science, vol. 15(6), pages 1-16, June.
- Hyunju Dan & Jiyoung Kim & Oksoo Kim, 2020. "Effects of Gender and Age on Dietary Intake and Body Mass Index in Hypertensive Patients: Analysis of the Korea National Health and Nutrition Examination," IJERPH, MDPI, vol. 17(12), pages 1-9, June.
- Charles B Breckenridge & Colin Berry & Ellen T Chang & Robert L Sielken Jr. & Jack S Mandel, 2016. "Association between Parkinson’s Disease and Cigarette Smoking, Rural Living, Well-Water Consumption, Farming and Pesticide Use: Systematic Review and Meta-Analysis," PLOS ONE, Public Library of Science, vol. 11(4), pages 1-42, April.
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- Kwang Ho Park & Erdenebileg Batbaatar & Yongjun Piao & Nipon Theera-Umpon & Keun Ho Ryu, 2021. "Deep Learning Feature Extraction Approach for Hematopoietic Cancer Subtype Classification," IJERPH, MDPI, vol. 18(4), pages 1-24, February.
- Cheuk-Kay Sun & Yun-Xuan Tang & Tzu-Chi Liu & Chi-Jie Lu, 2022. "An Integrated Machine Learning Scheme for Predicting Mammographic Anomalies in High-Risk Individuals Using Questionnaire-Based Predictors," IJERPH, MDPI, vol. 19(15), pages 1-17, August.
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Keywords
smoking; noncommunicable disease; feature selection; extreme gradient boosting;All these keywords.
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