R-SPATIAL . GITHUB . IO {
}
Title:
Spatial Regression Analysis • spatialreg
Description:
A collection of all the estimation functions for spatial cross-sectional models (on lattice/areal data using spatial weights matrices) contained up to now in spdep. These model fitting functions include maximum likelihood methods for cross-sectional models proposed by Cliff and Ord (1973, ISBN:0850860369) and (1981, ISBN:0850860814), fitting methods initially described by Ord (1975) <doi:10.1080/01621459.1975.10480272>. The models are further described by Anselin (1988) <doi:10.1007/978-94-015-7799-1>. Spatial two stage least squares and spatial general method of moment models initially proposed by Kelejian and Prucha (1998) <doi:10.1023/A:1007707430416> and (1999) <doi:10.1111/1468-2354.00027> are provided. Impact methods and MCMC fitting methods proposed by LeSage and Pace (2009) <doi:10.1201/9781420064254> are implemented for the family of cross-sectional spatial regression models. Methods for fitting the log determinant term in maximum likelihood and MCMC fitting are compared by Bivand et al. (2013) <doi:10.1111/gean.12008>, and model fitting methods by Bivand and Piras (2015) <doi:10.18637/jss.v063.i18>; both of these articles include extensive lists of references. A recent review is provided by Bivand, Millo and Piras (2021) <doi:10.3390/math9111276>. spatialreg >= 1.1-* corresponded to spdep >= 1.1-1, in which the model fitting functions were deprecated and passed through to spatialreg, but masked those in spatialreg. From versions 1.2-*, the functions have been made defunct in spdep. From version 1.3-6, add Anselin-Kelejian (1997) test to `stsls` for residual spatial autocorrelation <doi:10.1177/016001769702000109>.
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12 years and 3 months (reg. 2013-03-08).
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Keywords {🔍}
spatialreg, spatial, fitting, models, methods, httpsdoiorg, bivand, functions, piras, crosssectional, spdep, model, proposed, articles, estimation, include, maximum, likelihood, ord, isbn, initially, provided, mcmc, roger, author, gianfranco, skip, contents, reference, changelog, testing, collection, latticeareal, data, weights, matrices, contained, cliff, anselin, stage, squares, general, method, moment, kelejian, prucha, httpsdoiorga, impact, lesage, pace,
Topics {✒️}
cross-sectional models proposed spatial cross-sectional models model fitting methods model fitting functions fitting methods initially spatial models estimation spatial weights matrices spatial general method lattice/areal data log determinant term maximum likelihood roger bivand add anselin-kelejian mcmc fitting estimation functions contents spatialreg 1 impact methods gianfranco piras recent review made defunct default branch links view site built spatialreg models methods spatial fitting functions bivand anselin kelejian piras https skip testing collection contained spdep cliff ord isbn //doi org/10 stage squares prucha provided lesage pace
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