Cyclops

Cyclic Coordinate Descent for Logistic, Poisson and Survival Analysis

CRAN 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) doi:10.1145/2414416.2414791.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 1,194 times in the last 30 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 60 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
39 downloadsMar 3, 2025
35 downloadsMar 4, 2025
75 downloadsMar 5, 2025
54 downloadsMar 6, 2025
36 downloadsMar 7, 2025
31 downloadsMar 8, 2025
10 downloadsMar 9, 2025
21 downloadsMar 10, 2025
21 downloadsMar 11, 2025
41 downloadsMar 12, 2025
30 downloadsMar 13, 2025
50 downloadsMar 14, 2025
70 downloadsMar 15, 2025
22 downloadsMar 16, 2025
20 downloadsMar 17, 2025
56 downloadsMar 18, 2025
42 downloadsMar 19, 2025
44 downloadsMar 20, 2025
78 downloadsMar 21, 2025
35 downloadsMar 22, 2025
27 downloadsMar 23, 2025
58 downloadsMar 24, 2025
50 downloadsMar 25, 2025
43 downloadsMar 26, 2025
20 downloadsMar 27, 2025
84 downloadsMar 28, 2025
14 downloadsMar 29, 2025
5 downloadsMar 30, 2025
23 downloadsMar 31, 2025
60 downloadsApr 1, 2025
0 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
5
84

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 15,197 times in the last 365 days. The academic equivalent of having a dedicated subreddit. There are fans, and maybe even a few trolls! The day with the most downloads was Sep 11, 2024 with 204 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports7 packages
  • Suggests7 packages
  • Linking To3 packages
  • Reverse Depends2 packages
  • Reverse Imports1 package
  • Reverse Suggests1 package