Description: Provides tools for statistical analysis using the binscatter methods developed by Cattaneo, Crump, Farrell and Feng (2021a) <arXiv:1902.09608> and Cattaneo, Crump, Farrell and Feng (2021b) <arXiv:1902.09615>. Binscatter provides a flexible way of describing the relationship between two variables based on partitioning/binning of the independent variable of interest. binsreg(), binsqreg() and binsglm() implement binscatter least squares regression, quantile regression and generalized linear regression respectively, with particular focus on constructing binned scatter plots. They also implement robust (pointwise and uniform) inference of regression functions and derivatives thereof. binstest() implements hypothesis testing procedures for parametric functional forms of and nonparametric shape restrictions on the regression function. binspwc() implements hypothesis testing procedures for pairwise group comparison of binscatter estimators. binsregselect() implements data-driven procedures for selecting the number of bins for binscatter estimation. All the commands allow for covariate adjustment, smoothness restrictions and clustering.
Imports: ggplot2, sandwich, quantreg, splines, matrixStats

Title: Data Preprocessing, Binning for Classification and Regression
Description: Various supervised and unsupervised binning tools
including using entropy, recursive partition methods
Suggests: discretization, partykit, Formula, testthat

Suggests: discretization, partykit, Formula, testthat, BAMMtools, earth

Suggests: discretization, Formula, testthat, BAMMtools, earth

Maintainer: Lester L. Yuan <yuan.lester@epa.gov>
Description: Imports benthic count data, reformats this data, and computes environmental inferences from this data.
Packaged: Mon Jun 25 14:09:10 2007; LYuan

Packaged: Fri Jul 13 08:19:19 2007; hornik

Packaged: Tue Jun 24 06:19:32 2008; Lester

Packaged: Mon Nov 24 10:58:08 2008; Lester

Packaged: Thu Dec  4 12:00:26 2008; Lester

Packaged: Mon Jan 12 14:08:30 2009; Lester

Packaged: Sun Jun 24 13:26:17 2007; hornik