Log-Gaussian Cox Process
Overview
Spatial and spatio-temporal modelling of point patterns using the log-Gaussian Cox process. Bayesian inference for spatial, spatiotemporal, multivariate and aggregated point processes using Markov chain Monte Carlo. See Benjamin M. Taylor, Tilman M. Davies, Barry S. Rowlingson, Peter J. Diggle (2015) doi:10.18637/jss.v063.i07.
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-06-09
- WARNING12 OK, 1 WARNING2026-06-08
- OK14 OK2026-03-10
Documentation
- Help pages
- 379 (1 internal)includes a package overview page
- Examples that run
- 28%7 run in a plain check · 18 never run
- Exported functions with examples
- 8%
- Documented parameters
- 99%
- Return-value docs
- 96%
- Help pages citing references
- 7%
- lgcp PDF
Downloads
Dependencies
Installing lgcp adds 33 packages (25 with compiled code, 40 MB of source tarballs). Heaviest: sf 9.3 MB, sp 4.3 MB, fields 3.9 MB.
CRAN will archive these unless their check problems are fixed by the date shown. This package needs each one to install.
- rpanelfix by Oct 30
Code & Tests
Datasets
People & History
Maintainer since 0.9-1 (2011), previously Barry Rowlingson (0.9-0)
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- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- unarchivedReturned to CRAN2022-05-17
- archivedRemoved from CRAN2022-05-04requires archived package 'RandomFields'
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- unarchivedReturned to CRAN2021-03-31
- archivedRemoved from CRAN2021-03-29check problems were not corrected in time
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- RR 3.2.0 released · 2015-04-16
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- RR 3.1.0 released · 2014-04-10
- RR 3.0.0 released · 2013-04-03
- 2.15.1Latest2012-04-20 · current release · diff ↗ ·
removed 128 exports
initialiseAMCMC.constanth, initialiseAMCMC.andrieuthomsh, updateAMCMC.constanth, updateAMCMC.andrieuthomsh, stapp.SpatialPolygonsDataFrame, stapp.list, print.stapp, as.owin.stapp, as.stppp.stapp, as.owinlist.SpatialPolygonsDataFrame, as.owinlist.stapp, fftinterpolate.fromXYZ, fftinterpolate.fromFunction, fftinterpolate.fromSPDF, GAinitialise.nullAverage, GAinitialise.MonteCarloAverage, GAupdate.nullAverage, GAupdate.MonteCarloAverage, GAfinalise.nullAverage, GAfinalise.MonteCarloAverage, GAreturnvalue.nullAverage, GAreturnvalue.MonteCarloAverage, print.dump2dir, GFinitialise.nullFunction, GFinitialise.dump2dir, GFupdate.nullFunction, GFupdate.dump2dir, GFfinalise.nullFunction, GFfinalise.dump2dir, GFreturnvalue.nullFunction and 98 moreadded 100 exports
BetaParameters, C.diff.single.im, CovFunction, CovParameters, EvaluatePrior, GPdrv, GPdrv2, GPdrv2_Multitype, GPlist2array, GPrealisation, GaussianPrior, K.diff.single, K.u, K.val, LogGaussianPrior, MALAlgcpAggregateSpatial.PlusPars, MALAlgcpMultitypeSpatial.PlusPars, MALAlgcpSpatial.PlusPars, MALAlgcpSpatioTemporal.PlusPars, PriorSpec, RandomFieldsCovFct, SpikedExponentialCovFct, addTemporalCovariates, aggCovInfo, aggregateCovariateInfo, aggregateformulaList, as.SpatialPixelsDataFrame, assigninterp, autocorr, autocorrMultitype and 70 more - RR 2.15.0 released · 2012-03-30
- RR 2.14.0 released · 2011-10-31
- 2.13.22011-09-30 · diff ↗ ·
added 235 exports
initialiseAMCMC, updateAMCMC, constanth, andrieuthomsh, initialiseAMCMC.constanth, initialiseAMCMC.andrieuthomsh, updateAMCMC.constanth, updateAMCMC.andrieuthomsh, stapp, stapp.SpatialPolygonsDataFrame, stapp.list, SpatialPolygonsDataFrame.stapp, print.stapp, as.owin.stapp, as.stppp, as.stppp.stapp, as.owinlist, as.owinlist.SpatialPolygonsDataFrame, as.owinlist.stapp, computeGradtruncSpatial, computeGradtruncSpatioTemporal, fftgrid, fftinterpolate, fftinterpolate.fromXYZ, fftinterpolate.fromFunction, fftinterpolate.fromSPDF, getCounts, GAinitialise, GAupdate, GAfinalise and 205 more - 2.0-12025-08-25 · diff ↗
- 2.0
- 1.8-22022-11-22 · diff ↗
- 1.82022-05-17 · diff ↗ ·
removed 9 exports
C.diff.single.im, K.diff.single, K.u, K.val, g.diff.single, minimum.contrast, minimum.contrast.spatiotemporal, my.KinhomAverage, my.ginhomAverageadded 1 export
CovarianceFct - 1.72021-03-31 · diff ↗
- 1.62020-03-06 · diff ↗
- 1.5
- 1.42017-04-13 · diff ↗
- 1.3-152016-07-18 · diff ↗
- 1.3-142016-01-11 · diff ↗
- 1.3-132015-11-19 · diff ↗
- 1.3-112015-09-10 · diff ↗
- 1.3-92015-02-25 · diff ↗
- 1.3-82015-02-04 · diff ↗
- 1.3-72015-01-24 · diff ↗
- 1.3-6
- 1.3-4
- 1.3-3
- 1.3-22013-06-14 · diff ↗
- 1.3-12013-06-11 · diff ↗
- 1.32013-05-31 · diff ↗ ·
removed 141 exports
initialiseAMCMC.constanth, initialiseAMCMC.andrieuthomsh, updateAMCMC.constanth, updateAMCMC.andrieuthomsh, stapp.SpatialPolygonsDataFrame, stapp.list, print.stapp, as.owin.stapp, as.stppp.stapp, as.owinlist.SpatialPolygonsDataFrame, as.owinlist.stapp, fftinterpolate.fromXYZ, fftinterpolate.fromFunction, fftinterpolate.fromSPDF, GAinitialise.nullAverage, GAinitialise.MonteCarloAverage, GAupdate.nullAverage, GAupdate.MonteCarloAverage, GAfinalise.nullAverage, GAfinalise.MonteCarloAverage, GAreturnvalue.nullAverage, GAreturnvalue.MonteCarloAverage, print.dump2dir, GFinitialise.nullFunction, GFinitialise.dump2dir, GFupdate.nullFunction, GFupdate.dump2dir, GFfinalise.nullFunction, GFfinalise.dump2dir, GFreturnvalue.nullFunction and 111 moreadded 93 exports
addTemporalCovariates, aggCovInfo, aggregateCovariateInfo, aggregateformulaList, assigninterp, autocorrMultitype, BetaParameters, betavals, blockcircbaseFunction, C.diff.single.im, checkObsWin, chooseCellwidth, clearinterp, condProbs, covEffects, CovFunction, cov.interp.fft, CovParameters, etavals, EvaluatePrior, exponentialCovFct, extendspatialAtRisk, fftmultiply, formulaList, GaussianPrior, g.diff.single, genFFTgrid, getCovParameters, getinterp, getLHSformulaList and 63 more - 1.012013-01-23 · diff ↗
- 1.02012-11-23 · diff ↗ ·
added 10 exports
mstppp, mstppp.ppp, mstppp.stppp, mstppp.list, print.mstppp, plot.mstppp, as.ppp.mstppp, rescale.mstppp, integerise.mstppp, spatialAtRisk.lgcpgrid - 0.9-72012-07-20 · diff ↗ ·
added 7 exports
getCellCounts, raster.lgcpgrid, as.SpatialPixelsDataFrame, as.SpatialPixelsDataFrame.lgcpgrid, autocorr, plot.lgcpAutocorr, rgauss - 0.9-5
- 0.9-4-22012-05-30 · diff ↗ ·
removed 100 exports
BetaParameters, C.diff.single.im, CovFunction, CovParameters, EvaluatePrior, GPdrv, GPdrv2, GPdrv2_Multitype, GPlist2array, GPrealisation, GaussianPrior, K.diff.single, K.u, K.val, LogGaussianPrior, MALAlgcpAggregateSpatial.PlusPars, MALAlgcpMultitypeSpatial.PlusPars, MALAlgcpSpatial.PlusPars, MALAlgcpSpatioTemporal.PlusPars, PriorSpec, RandomFieldsCovFct, SpikedExponentialCovFct, addTemporalCovariates, aggCovInfo, aggregateCovariateInfo, aggregateformulaList, as.SpatialPixelsDataFrame, assigninterp, autocorr, autocorrMultitype and 70 moreadded 128 exports
initialiseAMCMC.constanth, initialiseAMCMC.andrieuthomsh, updateAMCMC.constanth, updateAMCMC.andrieuthomsh, stapp.SpatialPolygonsDataFrame, stapp.list, print.stapp, as.owin.stapp, as.stppp.stapp, as.owinlist.SpatialPolygonsDataFrame, as.owinlist.stapp, fftinterpolate.fromXYZ, fftinterpolate.fromFunction, fftinterpolate.fromSPDF, GAinitialise.nullAverage, GAinitialise.MonteCarloAverage, GAupdate.nullAverage, GAupdate.MonteCarloAverage, GAfinalise.nullAverage, GAfinalise.MonteCarloAverage, GAreturnvalue.nullAverage, GAreturnvalue.MonteCarloAverage, print.dump2dir, GFinitialise.nullFunction, GFinitialise.dump2dir, GFupdate.nullFunction, GFupdate.dump2dir, GFfinalise.nullFunction, GFfinalise.dump2dir, GFreturnvalue.nullFunction and 98 more - 0.9-42012-04-20 · diff ↗ ·
added 8 exports
as.array.lgcpgrid, seintens, seintens.lgcpPredict, discreteWindow, discreteWindow.lgcpPredict, integerise, integerise.stppp, .onAttach - 0.9-3
- 0.9-22012-03-12 · diff ↗ ·
added 9 exports
neigh2D, paramprecbase, paramprec, matchcovariance, sparsebase, meanfield.lgcpPredictINLA, varfield.lgcpPredictINLA, getlgcpPredictSpatialINLA, lgcpPredictSpatialINLA - 0.9-12011-12-09 · diff ↗ ·
added 31 exports
stapp, stapp.SpatialPolygonsDataFrame, stapp.list, SpatialPolygonsDataFrame.stapp, print.stapp, as.owin.stapp, as.stppp, as.stppp.stapp, as.owinlist, as.owinlist.SpatialPolygonsDataFrame, as.owinlist.stapp, computeGradtruncSpatial, computeGradtruncSpatioTemporal, exceedProbsAggregated, lgcpgrid.matrix, lgcpPredictSpatial, MALAlgcpSpatial, target.and.grad.spatiotemporal, lgcpPredictAggregated, blockcircbase, inversebase, eigenfrombase, is.SPD, GammafromY, YfromGamma, target.and.grad.spatial, circulant, circulant.numeric, circulant.matrix, toral.cov.mat and 1 more - 0.9-02011-10-02
- RR 2.13.0 released · 2011-04-13
Package metadata
- First published
- 2011-09-30
- Total releases
- 33 / 15 yrs
- License
- GPL-2 | GPL-3 OSI
- Minimum R
- ≥ 2.10
- Bundled data
- 7.9 KB / 3 files
- Download size
- 307 KB
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