Cyclops-package: Cyclops: Cyclic Coordinate Descent for Logistic, Poisson and...

In Cyclops: Cyclic Coordinate Descent for Logistic, Poisson and Survival Analysis

Cyclops: Cyclic Coordinate Descent for Logistic, Poisson and Survival Analysis

Description

This model fitting tool incorporates cyclic coordinate descent and majorization-minimization approaches to fit a variety of regression models found in large-scale observational healthcare data. Implementations focus on computational optimization and fine-scale parallelization to yield efficient inference in massive datasets. Please see: Suchard, Simpson, Zorych, Ryan and Madigan (2013) \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1145/2414416.2414791")}.

Author(s)

Maintainer: Marc A. Suchard [e-mail]

Authors:

• Martijn J. Schuemie

• Trevor R. Shaddox

• Yuxi Tian

• Jianxiao Yang

• Eric Kawaguchi

Other contributors:

• Sushil Mittal [contributor]

• Observational Health Data Sciences and Informatics [copyright holder]

• Marcus Geelnard (provided the TinyThread library) [copyright holder, contributor]

• Rutgers University (provided the HParSearch routine) [copyright holder, contributor]

• R Development Core Team (provided the ZeroIn routine) [copyright holder, contributor]

See Also

Useful links:

• https://github.com/ohdsi/cyclops

• Report bugs at https://github.com/ohdsi/cyclops/issues

Cyclops documentation built on Nov. 2, 2023, 6:03 p.m.