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McSpatial (version 1.1.1)

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, subcenter identification, misclassification probit, 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

25

Version

1.1.1

License

GPL

Maintainer

Daniel McMillen

Last Published

April 3rd, 2012

Functions in McSpatial (1.1.1)

cparprobit

Conditionally Parametric Probit
condens

Conditional density estimation
geodensity

Kernel density functions for geo-coded data
geogravity

Gravity matrix and gravity variable calculations
makew

Calculation of spatial weight matrices
matchdata

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

Conditionally parametric LWR regression bandwidth or window selection
matchqreg

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

K-density functions for distances between geographic coordinates
lwrgrid

LWR Bandwidth or Window Selection
qregspiv

IV Estimator for the Spatial AR Quantile Model
qregsim1

Changes in Distributions Implied by Quantile Regression Estimates
qregsim2

Machado-Mata Decomposition of Changes in Distributions
repsale

Repeat Sales Estimation
cookdata

Data set associated with CookCensusTracts shape file
geodistance

Calculates distances using the great circle formula
qregbmat

Quantile Regression for Multiple Quantiles
spprobit

Linearized GMM spatial probit
qreglwr

Locally Weighted Quantile Regression
mappoints

Maps showing points on a shape file
misclass

Probit Model with Misclassification of the Dependent Variable
geoshape

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

Quantile Repeat Sales Estimation
mapplot

Maps for Shape File Data
semip

Semi-Parametric Regression
spprobitml

Maximum Likelihood Estimation of a Spatial Probit Model
cparmlogit

Conditionally parametric logit for two or more choices
sarml

Spatial AR Maximum-Likelihood Estimation
subgs

Giuliano-Small Employment Subcenter Identification Procedure
splogit

Linearized GMM Spatial Logit
qregcdf

Nonparametric quantiles based on conditional CDF functions
cparlogit

Conditionally Parametric logit for two or more choices
dupage99

DuPage County assessment ratio data set
cubespline

Smooth cubic spline estimation
fourier

Fourier expansion smoothing
lwr

Locally Weighted Regression
repsaledata

Preparation of a Repeat Sales Data Set
matchprop

Matched sample data frame based on propensity scores
qregcpar

Conditionally Parametric LWR Quantile Estimation
dfldens

Counterfactual Kernel Density Functions
mapoverlay

Merges variables across shape and point files
ksim

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

Nonparametric spatial data analysis
subnp

Nonparametric Employment Subcenter Identification
gmmlogit

GMM Spatial Logit
CookCensusTracts

Shapefile of Census Tracts in Cook County for 2000
matchmahal

Matched sample data frame based on mahalanobis distances
gmmprobit

GMM Spatial Probit
repsalefourier

Repeat Sales Estimation using Fourier Expansions
cparlwr

Conditionally Parametric LWR Estimation