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Dianbo Liu

Researcher at Boston Children's Hospital

Publications -  58
Citations -  2680

Dianbo Liu is an academic researcher from Boston Children's Hospital. The author has contributed to research in topics: Computer science & Artificial neural network. The author has an hindex of 14, co-authored 51 publications receiving 1622 citations. Previous affiliations of Dianbo Liu include Shanghai Jiao Tong University & Broad Institute.

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The role of absolute humidity on transmission rates of the COVID-19 outbreak

TL;DR: Examination of province-level variability of the basic reproductive numbers of COVID-19 across China finds that changes in weather alone will not necessarily lead to declines in CO VID-19 case counts without the implementation of extensive public health interventions.
Journal ArticleDOI

Patient clustering improves efficiency of federated machine learning to predict mortality and hospital stay time using distributed electronic medical records

TL;DR: A community-based federated machine learning (CBFL) algorithm was introduced and evaluated on non-IID ICU EMRs and results show that CBFL outperformed the baseline federatedMachine learning algorithm in terms of Area Under the Receiver Operating Characteristic Curve (ROC AUC), Area under the Precision-Recall Curve (PR AUC) and communication cost between hospitals and the server.
Posted Content

Patient Clustering Improves Efficiency of Federated Machine Learning to predict mortality and hospital stay time using distributed Electronic Medical Records

TL;DR: In this article, a community-based federated machine learning (CBFL) algorithm was proposed for predicting disease incidence, patient response to treatment, and other healthcare events in non-IID ICU EMRs.