Package: T1FF 0.1.0
T1FF: Type-1 Fuzzy Functions for Classification, Regression, and Forecasting
Fits Type-1 Fuzzy Function models for binary classification, numeric regression, and time-series forecasting with user-supplied temporal predictors. The package combines fuzzy C-means memberships, nonlinear membership transformations, cluster-specific linear or support vector machine models, and membership-weighted predictions. It also provides model evaluation, validation, K-fold and stratified K-fold tuning, and repeated nested cross-validation with task-appropriate metrics. The regression workflow can be used for forecasting when temporal dependence is represented by lagged or seasonal predictors and assessment partitions preserve chronological order.
Authors:
T1FF_0.1.0.tar.gz
T1FF_0.1.0.zip(r-4.7-any)T1FF_0.1.0.zip(r-4.6-any)T1FF_0.1.0.zip(r-4.5-any)
T1FF_0.1.0.tgz(r-4.6-any)T1FF_0.1.0.tgz(r-4.5-any)
T1FF_0.1.0.tar.gz(r-4.7-any)T1FF_0.1.0.tar.gz(r-4.6-any)
T1FF_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
T1FF/json (API)
| # Install 'T1FF' in R: |
| install.packages('T1FF', repos = c('https://nihattak.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:62daec1445. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 149 | ||
| source / vignettes | OK | 218 | ||
| linux-release | OK | 183 | ||
| macos-release | OK | 170 | ||
| macos-oldrel | OK | 198 | ||
| windows-devel | OK | 74 | ||
| windows-release | OK | 77 | ||
| windows-oldrel | OK | 66 | ||
| wasm-release | OK | 126 |
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Benchmark T1FF with nested cross-validation | benchmark.T1FF |
| Evaluate a fitted T1FF model | evaluate.T1FF |
| Predict from a T1FF model | predict.t1ff |
| Predict using the best tuned T1FF model | predict.t1ff_tuning |
| Print a T1FF model | print.t1ff |
| Print or summarize a T1FF benchmark | print.t1ff_benchmark summary.t1ff_benchmark |
| Print or summarize a T1FF evaluation | print.t1ff_evaluation summary.t1ff_evaluation |
| Print T1FF tuning results | print.t1ff_tuning |
| Summarize a T1FF model | summary.t1ff |
| Summarize T1FF tuning results | summary.t1ff_tuning |
| Fit a Type-1 Fuzzy Function model | T1FF |
| Tune a Type-1 Fuzzy Function model | tune.T1FF |