R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
MFF
View on CRAN: Click
here
Download and install MFF package within the R console
Install from CRAN:
install.packages("MFF")
Install from Github:
library("remotes")
install_github("cran/MFF") Install by package version:
library("remotes")
install_version("MFF", "0.1.0") Attach the package and use:
library("MFF")
Maintained by
Nihat Tak
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-02-13
Latest Update: 2026-02-13
Description:
Implements Meta Fuzzy Functions (MFFs) for regression Tak and Ucan (2026) <doi:10.1016/j.asoc.2026.114592> by aggregating predictions from multiple base learners using membership weights learned in the prediction space of validation set. The package supports fuzzy and crisp meta-ensemble structures via Fuzzy C-Means (FCM) Tak (2018) <doi:10.1016/j.asoc.2018.08.009>, Possibilistic FCM (PFCM) Tak (2021) <doi:10.1016/j.ins.2021.01.024>, and k-means, and provides a workflow to (i) generate validation/test prediction matrices from common regression learners (linear and penalized regression via 'glmnet', random forests, gradient boosting with 'xgboost' and 'lightgbm'), (ii) fit cluster-wise meta fuzzy functions and compute membership-based weights, (iii) tune clustering-related hyperparameters (number of clusters/functions, fuzziness exponent, possibilistic regularization) via grid search on validation loss, and (iv) predict on new/test prediction matrices and evaluate performance using standard regression metrics (MAE, RMSE, MAPE, SMAPE, MSE, MedAE). This enables flexible, interpretable ensemble regression where different base models contribute to different meta components according to learned memberships.
How to cite:
Nihat Tak (2026). MFF: Meta Fuzzy Functions. R package version 0.1.0, https://cran.r-project.org/web/packages/MFF. Accessed 17 Jul. 2026.
Previous versions and publish date:
0.1.0 (2026-02-13 17:20), (2026-07-09 08:09)
Other packages that cited MFF R package
View MFF citation profile
Other R packages that MFF depends,
imports, suggests or enhances
Complete documentation for MFF
Functions, R codes and Examples using
the MFF R package
Full MFF package
functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
VFS
Empirical models for runoff, erosion, and phosphorus loss across a vegetated filter strip, given sl ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Sarah Goslee (view profile)
r2resize
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
rt.test
Performs one-sample t-test based on robustified statistics using median/MAD (TA) and Hodges-Lehmann/ ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Chanseok Park (view profile)
FastKNN
Compute labels for a test set according to the k-Nearest Neighbors classification. This is a fast wa ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Gaston Besanson (view profile)
VEwaningVariant
Implements methods for inference on potential waning of vaccine efficacy and for estimation of vacci ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Shannon T. Holloway (view profile)
alabama
Augmented Lagrangian Adaptive Barrier Minimization
Algorithm for optimizing smooth nonlinear object ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Ravi Varadhan (view profile)
27,806
R Packages
239,283
Dependencies
73,837
Author Associations
27,807
Publication Badges
