dPQL: a lossless distributed algorithm for generalized linear mixed model with application to privacy-preserving hospital profiling.

Chongliang LuoMd Nazmul IslamNatalie E SheilsJohn BureshMartijn J SchuemieJalpa A DoshiRachel M WernerDavid A AschYong Chen

Published in: Journal of the American Medical Informatics Association : JAMIA (2022)

The dPQL algorithm is lossless, privacy-preserving and fast-converging for fitting GLMM. It provides an extremely suitable and convenient distributed approach for hospital profiling.

Keyphrases

neural network
machine learning
big data
health information
deep learning
healthcare
single cell
acute care
adverse drug
emergency department
electronic health record