Benchmarking AutoML frameworks for disease prediction using medical claims.

Natalie E. Sheils https://mathgenealogy.org/id.php?id=194692 https://orcid.org/0000-0002-0631-5834 https://www.wikidata.org/entity/Q87834877

Roland Albert A. Romero Mariefel Nicole Y. Deypalan Suchit Mehrotra John Titus Jungao Natalie E. Sheils Elisabetta Manduchi Jason H. Moore Benchmarking AutoML frameworks for disease prediction using medical claims. 2022 15 BioData Min. 1 https://doi.org/10.1186/s13040-022-00300-2 db/journals/biodatamining/biodatamining15.html#RomeroDMJSMM22

Chongliang Luo Md. Nazmul Islam Natalie E. Sheils John Buresh Martijn J. Schuemie Jalpa A. Doshi Rachel M. Werner David A. Asch Yong Chen 0016 dPQL: a lossless distributed algorithm for generalized linear mixed model with application to privacy-preserving hospital profiling. 1366-1371 2022 29 J. Am. Medical Informatics Assoc. 8 https://doi.org/10.1093/jamia/ocac067 db/journals/jamia/jamia29.html#LuoISBSDWAC22

Mackenzie J. Edmondson Chongliang Luo Md. Nazmul Islam Natalie E. Sheils John Buresh Zhaoyi Chen Jiang Bian 0001 Yong Chen 0016 Distributed Quasi-Poisson regression algorithm for modeling multi-site count outcomes in distributed data networks. 104097 2022 131 J. Biomed. Informatics https://doi.org/10.1016/j.jbi.2022.104097 db/journals/jbi/jbi131.html#EdmondsonLISBCB22

Jiayi Tong Chongliang Luo Md. Nazmul Islam Natalie E. Sheils John Buresh Mackenzie J. Edmondson Peter A. Merkel Ebbing Lautenbach Rui Duan 0004 Yong Chen 0016 Distributed learning for heterogeneous clinical data with application to integrating COVID-19 data across 230 sites. 2022 5 npj Digit. Medicine https://doi.org/10.1038/s41746-022-00615-8 db/journals/npjdm/npjdm5.html#TongLISBEMLD022

Alix Jean Santos Xavier Eugenio Asuncion Camille Rivero-Co Maria Eloisa Ventura Reynaldo Geronia II Lauren Bangerter Natalie E. Sheils Modeling differential rates of aging using routine laboratory data; Implications for morbidity and health care expenditure. 2021 abs/2103.09574 CoRR https://arxiv.org/abs/2103.09574 db/journals/corr/corr2103.html#abs-2103-09574

Roland Albert A. Romero Mariefel Nicole Y. Deypalan Suchit Mehrotra John Titus Jungao Natalie E. Sheils Elisabetta Manduchi Jason H. Moore Benchmarking AutoML Frameworks for Disease Prediction Using Medical Claims. 2021 abs/2107.10495 CoRR https://arxiv.org/abs/2107.10495 db/journals/corr/corr2107.html#abs-2107-10495

Natalie E. Sheils Bernard Deconinck Heat conduction on the ring: Interface problems with periodic boundary conditions. 107-111 2014 37 Appl. Math. Lett. https://doi.org/10.1016/j.aml.2014.06.006 db/journals/appml/appml37.html#SheilsD14

David A. Asch Xavier Eugenio Asuncion Lauren Bangerter Jiang Bian 0001 John Buresh Yong Chen 0016 Zhaoyi Chen Bernard Deconinck Mariefel Nicole Y. Deypalan Jalpa A. Doshi Rui Duan 0004 Mackenzie J. Edmondson Reynaldo Geronia II Md. Nazmul Islam John Titus Jungao Ebbing Lautenbach Chongliang Luo Elisabetta Manduchi Suchit Mehrotra Peter A. Merkel Jason H. Moore Camille Rivero-Co Roland Albert A. Romero Alix Jean Santos Martijn J. Schuemie Jiayi Tong Maria Eloisa Ventura Rachel M. Werner