tools4uplift-package {tools4uplift} | R Documentation |
Uplift modeling aims at predicting the causal effect of an action such as a medical treatment or a marketing campaign on a particular individual, by taking into consideration the response to a treatment. In order to simplify the task for practitioners in uplift modeling, we propose a combination of tools that can be separated into the following ingredients: i) quantization, ii) visualization, iii) feature engineering, iv) feature selection and, v) model validation. For more details, please read Belbahri et Al. (2019) <https://dms.umontreal.ca/~murua/research/UpliftRegression.pdf>.
The DESCRIPTION file:
Package: | tools4uplift |
Version: | 0.1-1 |
Date: | 2019-01-28 |
Title: | Tools for Uplift Modeling |
Author: | Mouloud Belbahri, Olivier Gandouet, Alejandro Murua, Vahid Partovi Nia |
Maintainer: | Mouloud Belbahri <mouloud.belbahri@gmail.com> |
Description: | Uplift modeling aims at predicting the causal effect of an action such as a medical treatment or a marketing campaign on a particular individual, by taking into consideration the response to a treatment. In order to simplify the task for practitioners in uplift modeling, we propose a combination of tools that can be separated into the following ingredients: i) quantization, ii) visualization, iii) feature engineering, iv) feature selection and, v) model validation. For more details, please read Belbahri et Al. (2019) <https://dms.umontreal.ca/~murua/research/UpliftRegression.pdf>. |
Depends: | R (>= 3.1.2) |
Imports: | dplyr, glmnet |
License: | GPL-2 | GPL-3 |
Repository: | R-Forge |
Repository/R-Forge/Project: | tools4uplift |
Repository/R-Forge/Revision: | 31 |
Repository/R-Forge/DateTimeStamp: | 2019-01-29 02:47:23 |
Date/Publication: | 2019-01-29 02:47:23 |
Index of help topics:
BestFeatures Feature selection for the interaction estimator BinUplift Univariate quantization BinUpliftEnhanced Univariate quantization - augmented data DualPredict Predictions from a two-model estimator DualUplift Two-model estimator InterPredict Predictions from an interaction estimator InterUplift Interaction estimator LassoPath LASSO path for penalized logistic regression QiniArea Qini coefficient QiniBarPlot Uplift barplot QiniCurve Qini curve QiniTable Performance of an uplift estimator SimUplift Synthetic data for uplift modeling SplitUplift Split data with respect to uplift distribution SquareUplift Bivariate quantization tools4uplift-package Tools for Uplift Modeling
Mouloud Belbahri <mouloud.belbahri@gmail.com>, Olivier Gandouet, Alejandro Murua, Vahid Partovi Nia