<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Cyclic Coordinate Descent for Logistic, Poisson and Survival
Analysis</dc:title>
  <dc:title>R package Cyclops version 3.7.1</dc:title>
  <dc:subject>CRAN Task View: Survival (https://CRAN.R-project.org/view=Survival)</dc:subject>
  <dc: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) &lt;doi:10.1145/2414416.2414791&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5.0)</dc:relation>
  <dc:relation>Imports: rlang, Matrix, Rcpp (&gt;= 0.12.12), Andromeda, dplyr, methods,
survival, tidyr, bit, bit64</dc:relation>
  <dc:relation>LinkingTo: Rcpp, RcppEigen (&gt;= 0.3.2)</dc:relation>
  <dc:relation>Suggests: testthat, readr, MASS, gnm, ggplot2, microbenchmark, cmprsk,
boot, rsample</dc:relation>
  <dc:creator>Marc A. Suchard &lt;msuchard@ucla.edu&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Marc A. Suchard [aut, cre],
  Martijn J. Schuemie [aut],
  Trevor R. Shaddox [aut],
  Yuxi Tian [aut],
  Jianxiao Yang [aut],
  Eric Kawaguchi [aut],
  Sushil Mittal [ctb],
  Observational Health Data Sciences and Informatics [cph],
  Marcus Geelnard [cph, ctb] (provided the TinyThread library),
  Rutgers University [cph, ctb] (provided the HParSearch routine),
  R Development Core Team [cph, ctb] (provided the ZeroIn routine)</dc:contributor>
  <dc:rights>Apache License 2.0</dc:rights>
  <dc:date>2026-05-27</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=Cyclops</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.Cyclops</dc:identifier>
</oai_dc:dc>
