Cyclops

Cyclops-package

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) tools:::Rd_expr_doi("10.1145/2414416.2414791").

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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) <doi:10.1145/2414416.2414791>.

Marc A Suchard

Cyclic Coordinate Descent for Logistic, Poisson and Survival
Analysis

Marc A. Suchard

Martijn J. Schuemie

Trevor R. Shaddox

Yuxi Tian

Jianxiao Yang

Eric Kawaguchi

Sushil Mittal

Observational Health Data Sciences and Informatics 

Marcus Geelnard

Rutgers University 

R Development Core Team 

Cyclops-package function

Maintainer: Marc A. Suchard <a href="/link/msuchard%40ucla.edu?package=Cyclops&version=3.4.0" data-mini-rdoc="Cyclops::msuchard@ucla.edu">msuchard@ucla.edu</a>
Authors:<ul>
<li>Martijn J. Schuemie</li>
<li>Trevor R. Shaddox</li>
<li>Yuxi Tian</li>
<li>Jianxiao Yang</li>
<li>Eric Kawaguchi</li>
</ul>Other contributors:<ul>
<li>Sushil Mittal [contributor]</li>
<li>Observational Health Data Sciences and Informatics [copyright holder]</li>
<li>Marcus Geelnard (provided the TinyThread library) [copyright holder, contributor]</li>
<li>Rutgers University (provided the HParSearch routine) [copyright holder, contributor]</li>
<li>R Development Core Team (provided the ZeroIn routine) [copyright holder, contributor]</li>
</ul>

Author

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

Maintainer: Marc A. Suchard <a href='mailto:msuchard@ucla.edu'>msuchard@ucla.edu</a>
Authors:<ul>
<li>Martijn J. Schuemie</li>
<li>Trevor R. Shaddox</li>
<li>Yuxi Tian</li>
<li>Jianxiao Yang</li>
<li>Eric Kawaguchi</li>
</ul>

Other contributors:<ul>
<li>Sushil Mittal [contributor]</li>
<li>Observational Health Data Sciences and Informatics [copyright holder]</li>
<li>Marcus Geelnard (provided the TinyThread library) [copyright holder, contributor]</li>
<li>Rutgers University (provided the HParSearch routine) [copyright holder, contributor]</li>
<li>R Development Core Team (provided the ZeroIn routine) [copyright holder, contributor]</li>
</ul>

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

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

Description

Arguments

Author

See Also