Package: kernopt 1.0.0.9000
kernopt: Estimating Count Data Distributions with Discrete Optimal Symmetric Kernel
Implementation of Discrete Symmetric Optimal Kernel for estimating count data distributions, as described by T. Senga Kiessé and G. Durrieu (2024) <doi:10.1016/j.spl.2024.110078>.The nonparametric estimator using the discrete symmetric optimal kernel was illustrated on simulated data sets and a real-word data set included in the package, in comparison with two other discrete symmetric kernels.
Authors:
kernopt_1.0.0.9000.tar.gz
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kernopt_1.0.0.9000.tar.gz(r-4.5-noble)kernopt_1.0.0.9000.tar.gz(r-4.4-noble)
kernopt_1.0.0.9000.tgz(r-4.4-emscripten)kernopt_1.0.0.9000.tgz(r-4.3-emscripten)
kernopt.pdf |kernopt.html✨
kernopt/json (API)
NEWS
| # Install 'kernopt' in R: |
| install.packages('kernopt', repos = c('https://thomasfillon.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/thomasfillon/kernopt/issues
Pkgdown site:https://thomasfillon.github.io
- fish_data - Fish dataset from the SIMTAP project
Last updated 11 days agofrom:f808a863ed. Checks:9 OK. Indexed: yes.
| Target | Result | Latest binary |
|---|---|---|
| Doc / Vignettes | OK | Mar 20 2025 |
| R-4.5-win | OK | Mar 20 2025 |
| R-4.5-mac | OK | Mar 20 2025 |
| R-4.5-linux | OK | Mar 20 2025 |
| R-4.4-win | OK | Mar 20 2025 |
| R-4.4-mac | OK | Mar 20 2025 |
| R-4.4-linux | OK | Mar 20 2025 |
| R-4.3-win | OK | Mar 20 2025 |
| R-4.3-mac | OK | Mar 20 2025 |
Exports:cv_bandwidthdiscrete_binomialdiscrete_epanechdiscrete_kerneldiscrete_optimaldiscrete_triangestim_kernel
Dependencies:
Application on Simulated Data
Rendered fromapplications_simulated_data.Rmdusingknitr::rmarkdownon Mar 20 2025.Last update: 2025-03-10
Started: 2025-03-10
Applications on Real Data
Rendered fromapplications_real_data.Rmdusingknitr::rmarkdownon Mar 20 2025.Last update: 2025-03-18
Started: 2025-03-11
Graphic Comparison Of Discrete Kernels
Rendered fromgraph_kernels.Rmdusingknitr::rmarkdownon Mar 20 2025.Last update: 2025-03-18
Started: 2025-03-03
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Cross-Validation function for bandwidth parameter selection of discrete kernel | cv_bandwidth |
| Discrete binomial kernel | discrete_binomial |
| Discrete Epanechnikov kernel | discrete_epanech |
| Discrete kernel function | discrete_kernel |
| Discrete optimal kernel | discrete_optimal |
| Discrete triangular kernel | discrete_triang |
| Discrete Kernel Density Estimator | estim_kernel |
| Fish dataset from the SIMTAP project | fish_data |
