Package: lulcc 1.0.5

lulcc: Land Use Change Modelling in R

Classes and methods for spatially explicit land use change modelling in R.

Authors:Simon Moulds [cre, aut], Valentin Lucet [aut]

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# Install 'lulcc' in R:
install.packages('lulcc', repos = c('https://simonmoulds.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/simonmoulds/lulcc/issues

Datasets:
  • pie - Land use change dataset for Plum Island Ecosystem
  • sibuyan - Land use change dataset for Sibuyan Island

On CRAN:

28 exports 40 stars 3.06 score 23 dependencies 3 mentions 43 scripts 246 downloads

Last updated 4 years agofrom:e57b7a51b5. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 14 2024
R-4.5-win-x86_64OKSep 14 2024
R-4.5-linux-x86_64OKSep 14 2024
R-4.4-win-x86_64OKSep 14 2024
R-4.4-mac-x86_64OKSep 14 2024
R-4.4-mac-aarch64OKSep 14 2024
R-4.3-win-x86_64OKSep 14 2024
R-4.3-mac-x86_64OKSep 14 2024
R-4.3-mac-aarch64OKSep 14 2024

Exports:AgreementBudgetallocateallowallowNeighbapproxExtrapDemandCluesModelcompareAUCcrossTabulateExpVarRasterListFigureOfMeritgetPredictiveModelInputDataglmModelsNeighbRasterStackObsLulcRasterStackOrderedModelpartitionperformancePerformanceListPredictionListrandomForestModelsresampleroundSumrpartModelsshowsubsetsummaryThreeMapComparisontotal

Dependencies:bitopscaToolsdeldirgplotsgtoolshexbininterpjpegKernSmoothlatticelatticeExtraMASSpngrasterrasterVisRColorBrewerRcppRcppEigenROCRspterraviridisLitezoo

Readme and manuals

Help Manual

Help pageTopics
lulcc: land use change modelling in Rlulcc-package
Create an AgreementBudget objectAgreementBudget AgreementBudget,RasterLayer-method AgreementBudget,ThreeMapComparison-method
Class AgreementBudgetAgreementBudget-class
Allocate land use change spatiallyallocate allocate,CluesModel-method allocate,OrderedModel-method
Implement decision rules for land use changeallow
Implement neighbourhood decision rulesallowNeighb
Extrapolate land use area in timeapproxExtrapDemand
Coerce objects to data.frameas.data.frame,ExpVarRasterList-method as.data.frame,ObsLulcRasterStack-method as.data.frame.ExpVarRasterList as.data.frame.ObsLulcRasterStack
Merge PredictiveModelList objectsc.PredictiveModelList
Virtual class CategoryLabelCategoryLabel-class
Create a CluesModel objectCluesModel CluesModel,ObsLulcRasterStack,ExpVarRasterList,PredictiveModelList-method
Class CluesModelCluesModel-class
Calculate the area under the ROC curve (AUC)compareAUC compareAUC,list-method compareAUC,PredictionList-method
Cross tabulate land use transitionscrossTabulate crossTabulate,ObsLulcRasterStack,ANY-method crossTabulate,RasterLayer,RasterLayer-method
Create an ExpVarRasterList objectExpVarRasterList ExpVarRasterList,character,character-method ExpVarRasterList,character-method ExpVarRasterList,list,character-method ExpVarRasterList,list-method ExpVarRasterList,missing,character-method ExpVarRasterList,missing-method ExpVarRasterList,RasterStack,character-method ExpVarRasterList,RasterStack-method
Class ExpVarRasterListExpVarRasterList-class
Extract by indexExtract by index [[,CategoryLabel,ANY,ANY-method [[,ExpVarRasterList,ANY,ANY-method
Create a FigureOfMerit objectFigureOfMerit FigureOfMerit,RasterLayer-method FigureOfMerit,ThreeMapComparison-method
Class FigureOfMeritFigureOfMerit-class
Extract data to fit predictive modelsgetPredictiveModelInputData
Fit predictive modelsglmModels Model fitting randomForestModels rpartModels
Virtual class ModelModel-class
Create a NeighbRasterStack objectNeighbRasterStack NeighbRasterStack,RasterLayer,ANY,NeighbRasterStack-method NeighbRasterStack,RasterLayer,list,ANY-method NeighbRasterStack,RasterLayer,matrix,ANY-method
Class NeighbRasterStackNeighbRasterStack-class
Create an ObsLulcRasterStack objectObsLulcRasterStack ObsLulcRasterStack,character,character-method ObsLulcRasterStack,list,character-method ObsLulcRasterStack,missing,character-method ObsLulcRasterStack,RasterLayer,ANY-method ObsLulcRasterStack,RasterStack,ANY-method
Class ObsLulcRasterStackObsLulcRasterStack-class
Create an OrderedModel objectOrderedModel OrderedModel,ObsLulcRasterStack,ExpVarRasterList,PredictiveModelList-method
Class OrderedModelOrderedModel-class
Partition raster datapartition
Create ROCR performance objectsperformance performance,list-method
Create a PerformanceList objectPerformanceList
Class PerformanceListPerformanceList-class
Land use change dataset for Plum Island Ecosystempie
Plot method for objects based on Raster* dataplot plot,Model,ANY-method plot,ObsLulcRasterStack,ANY-method plot,ThreeMapComparison,ANY-method plot.Model plot.ObsLulcRasterStack plot.ThreeMapComparison
Plot method for AgreementBudget objectsplot,AgreementBudget,ANY-method plot.AgreementBudget
Plot method for FigureOfMerit objectsplot,FigureOfMerit,ANY-method plot.FigureOfMerit
Plot method for PerformanceList objectsplot,list,ANY-method plot.PerformanceList
Predict location suitabilitypredict,PredictiveModelList-method predict.PredictiveModelList
Create a PredictionList objectPredictionList
Class PredictionListPredictionList-class
Class PredictiveModelListPredictiveModelList-class
Resample maps in ExpVarRasterList object or listresample,ExpVarRasterList,Raster-method resample,list,Raster-method
Round elements in matrix or data.frame rowsroundSum
Showshow,ExpVarRasterList-method show,Model-method show,PerformanceList-method show,PredictionList-method show,PredictiveModelList-method show,ThreeMapComparison-method
Land use change dataset for Sibuyan Islandsibuyan
Subsetsubset,ExpVarRasterList-method subset,PerformanceList-method subset,PredictionList-method subset,PredictiveModelList-method
Summarysummary summary,ExpVarRasterList-method summary,Model-method summary,NeighbRasterStack-method summary,ObsLulcRasterStack-method summary,PredictiveModelList-method
Evaluate allocation performance with three mapsThreeMapComparison ThreeMapComparison,Model,ANY,ANY-method ThreeMapComparison,RasterLayer,RasterLayer,RasterLayer-method
Class ThreeMapComparisonThreeMapComparison-class
Total number of cells in a categorical Raster* objecttotal