Early Detection of Lung Cancer Through Breath Analysis Using AdaBoost Ensemble Learning Method

V A Binson,M Subramoniam,G K Ragesh,Ajay Kumar

2021 2nd International Conference on Advances in Computing, Communication, Embedded and Secure Systems (ACCESS)（2021）

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摘要

This pilot study presents the application of the ensemble learning method, AdaBoost in the detection of early-stage lung cancers. To detect the presence and variations of volatile organic compound biomarkers in the expelled breath, an electronic nose system with metal oxide gas sensors is developed. The system is tested in ten lung cancer patients and fifteen healthy controls to differentiate the ...

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关键词

lung cancer,AdaBoost,electronic nose,breath analysis,volatile organic compounds

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