Distributed learning on 20 000+ lung cancer patients - The Personal Health Train.

Radiotherapy and Oncology（2020）

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摘要

•Machine learning without sharing patient data, quickly and at scale.•Connecting 8 oncology institutes from 5 countries.•Survival prediction modelling on 20 000+ patient cases.•A study completed in 4 months.

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关键词

Lung cancer,Big data,Distributed learning,Federated learning,Machine learning,Survival analysis,Prediction modeling,FAIR data

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