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McSpatial (version 2.0)

Nonparametric spatial data analysis

Description

Locally weighted regression, semiparametric and conditionally parametric regression, fourier and cubic spline functions, GMM and linearized spatial logit and probit, k-density functions and counterfactuals, nonparametric quantile regression and conditional density functions, Machado-Mata decomposition for quantile regressions, spatial AR model, repeat sales models, conditionally parametric logit and probit

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Version

Install

install.packages('McSpatial')

Monthly Downloads

53

Version

2.0

License

GPL

Maintainer

Daniel McMillen

Last Published

May 26th, 2013

Functions in McSpatial (2.0)

dupage99

DuPage County assessment ratio data set
gmmprobit

GMM Spatial Probit
qregbmat

Quantile Regression for Multiple Quantiles
condens

Conditional density estimation
maketarget

Target Points for Nonparametric Models
cookdata

Data set associated with CookCensusTracts shape file
lwr

Locally Weighted Regression
matchqreg

Sample quantiles and means over time for a matched sample data set
matchdata

Matched samples of house sales in Chicago for 1995 and 2005
qreglwr

Locally Weighted Quantile Regression
semip

Semi-Parametric Regression
geoshape

Calculates distances between a shape file and a set of points.
dfldens

Counterfactual Kernel Density Functions
qregcpar

Conditionally Parametric LWR Quantile Estimation
repsalefourier

Repeat Sales Estimation using Fourier Expansions
qregsim1

Changes in Distributions Implied by Quantile Regression Estimates
qregsim2

Machado-Mata Decomposition of Changes in Distributions
geogravity

Gravity matrix and gravity variable calculations
makew

Calculation of spatial weight matrices
qregspiv

IV Estimator for the Spatial AR Quantile Model
spprobit

Linearized GMM spatial probit
gmmlogit

GMM Spatial Logit
ksim

Estimates K-density functions with local or global confidence intervals for counter-factual locations
geodensity

Kernel density functions for geo-coded data
kdensity

K-density functions for distances between geographic coordinates
cparprobit

Conditionally Parametric probit for two choices
cparlogit

Conditionally Parametric logit for two or more choices
cparmlogit

Conditionally parametric logit for two or more choices
fourier

Fourier expansion smoothing
cubespline

Smooth cubic spline estimation
repsaleqreg

Quantile Repeat Sales Estimation
splogit

Linearized GMM spatial logit
CookCensusTracts

Shapefile of Census Tracts in Cook County for 2000
matchmahal

Matched sample data frame based on mahalanobis distances
geodistance

Calculates distances using the great circle formula
matchprop

Matched sample data frame based on propensity scores
spprobitml

Maximum Likelihood Estimation of a Spatial Probit Model
cparlwrgrid

Conditionally parametric LWR regression bandwidth or window selection
smooth12

Univariate or Bivariate Interpolation
cparlwr

Conditionally Parametric LWR Estimation
qregcdf

Nonparametric quantiles based on conditional CDF functions
repsale

Repeat Sales Estimation
repsaledata

Preparation of a Repeat Sales Data Set
lwrgrid

LWR Bandwidth or Window Selection
McSpatial-package

Nonparametric spatial data analysis
sarml

Spatial AR Maximum-Likelihood Estimation