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Translational Medicine / 转化医学Federated Learning and AI Privacy

Ken Chang

MD, PhD

🏢Massachusetts General Hospital / Harvard Medical School🌐USA

Instructor in Radiology

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👥Biography 个人简介

Ken Chang is a radiologist-scientist who has conducted pioneering studies on distributed deep learning for brain tumor detection across multiple institutions without sharing patient imaging data. His federated learning experiments demonstrated that collaboratively trained models outperform single-institution models for glioma segmentation and classification. His research has provided key evidence supporting federated approaches for cancer imaging AI.

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🧪Research Fields 研究领域

Distributed brain tumor AI
Federated MRI analysis
Glioma segmentation
Multi-site model validation
Privacy-preserving radiology AI

🎓Key Contributions 主要贡献

Representative Works 代表性著作

📄Data Sources 数据来源

Last updated: 2026-04-01 | All information from publicly available academic sources

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