logcondens

Estimate a Log-Concave Probability Density from Iid Observations

CRAN Package

Given independent and identically distributed observations X(1), ..., X(n), compute the maximum likelihood estimator (MLE) of a density as well as a smoothed version of it under the assumption that the density is log-concave, see Rufibach (2007) and Duembgen and Rufibach (2009). The main function of the package is 'logConDens' that allows computation of the log-concave MLE and its smoothed version. In addition, we provide functions to compute (1) the value of the density and distribution function estimates (MLE and smoothed) at a given point (2) the characterizing functions of the estimator, (3) to sample from the estimated distribution, (5) to compute a two-sample permutation test based on log-concave densities, (6) the ROC curve based on log-concave estimates within cases and controls, including confidence intervals for given values of false positive fractions (7) computation of a confidence interval for the value of the true density at a fixed point. Finally, three datasets that have been used to illustrate log-concave density estimation are made available.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 1,686 times in the last 30 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 39 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
0 downloadsMar 4, 2025
0 downloadsMar 5, 2025
0 downloadsMar 6, 2025
0 downloadsMar 7, 2025
31 downloadsMar 8, 2025
25 downloadsMar 9, 2025
71 downloadsMar 10, 2025
76 downloadsMar 11, 2025
65 downloadsMar 12, 2025
68 downloadsMar 13, 2025
42 downloadsMar 14, 2025
80 downloadsMar 15, 2025
35 downloadsMar 16, 2025
62 downloadsMar 17, 2025
77 downloadsMar 18, 2025
109 downloadsMar 19, 2025
49 downloadsMar 20, 2025
42 downloadsMar 21, 2025
30 downloadsMar 22, 2025
43 downloadsMar 23, 2025
87 downloadsMar 24, 2025
44 downloadsMar 25, 2025
66 downloadsMar 26, 2025
47 downloadsMar 27, 2025
116 downloadsMar 28, 2025
18 downloadsMar 29, 2025
41 downloadsMar 30, 2025
41 downloadsMar 31, 2025
42 downloadsApr 1, 2025
51 downloadsApr 2, 2025
65 downloadsApr 3, 2025
53 downloadsApr 4, 2025
71 downloadsApr 5, 2025
39 downloadsApr 6, 2025
0 downloadsApr 7, 2025
0 downloadsApr 8, 2025
0 downloadsApr 9, 2025
0 downloadsApr 10, 2025
0 downloadsApr 11, 2025
0 downloadsApr 12, 2025
18
116

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 20,829 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 Feb 19, 2025 with 143 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

  • Imports1 package
  • Reverse Depends1 package
  • Reverse Suggests2 packages
  • Reverse Enhances1 package