Privacy-Preserving Predictive Modeling: Harmonization of Contextual Embeddings From Different Sources.
Yingxiang HuangJunghye LeeShuang WangJimeng SunHongfang LiuXiaoqian JiangPublished in: JMIR medical informatics (2018)
Such aggregation of local models using our unique harmonization can serve as the proxy for a global model, combining information from a wide range of institutions and information sources. It allows information unique to a certain hospital to become available to other sites, increasing the fluidity of information flow in health care.