Man pages for inlabru
Bayesian Latent Gaussian Modelling using INLA and Extensions

add_mappersAdd component input/latent mappers
as_bru_compConversion methods for 'bru_comp' and 'bru_comp_list' objects
as_bru_mapperMethods for mapper extraction
as_bru_obsConversion methods for 'bru_obs' and 'bru_obs_list' objects
augment.bruAugment a bru model fit with fitted values
bincount1D LGCP bin count simulation and comparison with data
bm_aggregateMapper for aggregation
bm_collectMapper for concatenated variables
bm_constConstant mapper
bm_exprMapper for general expressions
bm_factorMapper for factor variables
bm_fmesherMapper for general 'fmesher' function space objects
bm_fm_mesh_1dMapper for 'fm_mesh_1d'
bm_fm_mesh_oldDeprecated methods
bm_harmonicsMapper for cos/sin functions
bm_indexMapper for indexed variables
bm_linearMapper for a linear effect
bm_listMethods for mapper lists
bm_logitaverageMapper for logit-sum-inverse-logit aggregation
bm_logsumexpMapper for log-sum-exp aggregation
bm_marginalMapper for marginal distribution transformation
bm_matrixMapper for matrix multiplication
bm_multiMapper for tensor product domains
bm_pipeMapper for linking several mappers in sequence
bm_reparamMapper for reparameterising mapper states
bm_repeatMapper for repeating a mapper
bm_repeat_indexingRe-indexing matrix for repeated mappers
bm_scaleMapper for element-wise scaling
bm_shiftMapper for element-wise shifting
bm_sumMapper for adding multiple mappers
bm_summarymapper object summaries
bm_taylorMapper for linear Taylor approximations
bruConvenient model fitting using (iterated) INLA
bru_block_gcpoExtract block-averaged GCPO scores from one or more fitted...
bru_call_optionsAdditional bru options
bru_compLatent model component construction
bru_comp_env_extraGet/set component environment data
bru_comp_evalEvaluate component values in predictor expressions
bru_comp_listMethods for inlabru component lists
bru_compute_linearisationCompute inlabru model linearisation information
bru_convergence_plotPlot inlabru convergence diagnostics
bru_data_maskCreate inlabru data mask
bru_env_getGet access to the internal environment
bru_evalEvaluate or sample from a posterior result given a model and...
bru_eval_funObtain bru component evaluation functions
bru_eval_in_data_contextEvaluate expressions in data contexts
bru_fill_missingFill in missing values in Spatial grids
bru_formula_to_bru_obs_codeConvert components to R code
bru_gcpo_tableCompare block-averaged GCPO scores across multiple fitted bru...
bru_get_mapperExtract mapper information from INLA model component objects
bru_indexExtract predictor or component index information
bru_infoMethods for bru_info objects
bru_inla_formulaExtract INLA formula
bru_inla.stack.mexpandBackwards compatibility to handle mexpand for INLA <=...
bru_inla.stack.mjoinJoin stacks intended to be run with different likelihoods
bru_inputStore and evaluate component inputs
bru_input_textExtract input definitions as text
bru_is_additiveCheck for predictor expression additivity
bru_is_linearCheck for predictor linearity
bru_is_rowwiseCheck for predictor rowwise evaluability
bru_logAccess methods for 'bru_log' objects
bru_log_bookmarkMethods for 'bru_log' bookmarks
bru_log_messageAdd a log message
bru_log_offsetPosition methods for 'bru_log' objects
bru_log_resetClear log contents
bru_make_stackBuild an inla data stack from linearisation information
bru_mapperConstructors for 'bru_mapper' objects
bru_mapper_genericsGeneric methods for bru_mapper objects
bru_modelCreate an inlabru model object from model components
bru_model_mapper_methodsMapper methods for model objects
bru_namesExtract standardised names from a bru or inla result object
bru_obsObservation model construction for 'bru()'
bru_obs_gcpoUtility functions for bru observation model GCPO
bru_obs_methodsUtility functions for bru observation model objects
bru_obs_printSummary and print methods for observation models
bru_optionsCreate or update an options objects
bru_pred_exprPredictor expression handler object
bru_response_sizeResponse size queries
bru_safe_inlaLoad INLA safely for examples and tests
bru_safe_spCheck for potential 'sp' version compatibility issues
bru_safe_terraCheck for potential 'terra' installation issues
bru_set_missingSet missing values in observation models
bru_standardise_namesStandardise inla hyperparameter names
bru_stateExtract model state properties or samples
bru_summariseSummarise and annotate data
bru_timingsExtract timing information from fitted bru object
bru_timings_plotPlot inlabru iteration timings
bru_transformationTransformation tools
bru_usedList components used in a model
bru_used_updateUpdate used_component information objects
bru_used_varsExtract basic variable names from expression
cv_hexHexagon tiling of region
cv_partitionGrid partitioning
deltaICSummarise DIC from 'lgcp' estimates.
devel.cvmeasureVariance and correlations measures for prediction components
eval_spatialEvaluate spatial covariates
evaluate_effectEvaluate a component effect
evaluate_modelEvaluate or sample from a posterior result given a model and...
evaluate_predictorEvaluate component effects or expressions
expand_labelsExpand labels
extract_propertyExtract a summary property from all results of an inla result
generateSampling based on bru posteriors
ggggplot2 geomes for inlabru related objects
gg.bru_predictionGeom for predictions
gg.fm_mesh_1dGeom for fm_mesh_1d objects
gg.fm_mesh_2dGeom for fm_mesh_2d objects
gg.matrixGeom for matrix
gg.RasterLayerGeom for RasterLayer objects
gg.sfGeom helper for sf objects
gg.SpatialGeoms for sp Spatial objects
gg.SpatRasterGeom wrapper for SpatRaster objects
glance.bruGlance at a bru model fit
glplotRender objects using RGL
gorillasDeprecated alias for sp version of the gorillas dataset
gorillas_sfGorilla nesting sites in sf format
ibm_as_taylorCompute a mapper linearisation
ibm_evalEvaluate a mapping
ibm_eval2Evaluate a mapper and its Jacobian
ibm_eval_methodsSpecific 'ibm_eval' method implementations
ibm_inla_subsetFind index subset of INLA visible states
ibm_inputInterface between 'bru_input' and 'bru_mapper'
ibm_invalid_outputDetect invalid input to a mapper
ibm_is_linearCheck if a mapper is linear/affine
ibm_is_rowwiseCheck if a mapper is rowwise
ibm_jacobianJacobian of a mapper
ibm_nSize of the latent vector of a mapping
ibm_namesNames of submapper
ibm_n_outputOutput size of a mapping
ibm_simplifySimplify a mapper
ibm_valuesValue vector for a mapping
iinlaIterated INLA
inlabru-deprecatedDeprecated functions in inlabru
inlabru_group_cv_block_conversionConvert node-block indices into groups of node indices
inlabru-packageinlabru
inla_subset_evalObtain inla index subset information
lgcpLog Gaussian Cox process (LGCP) inference using INLA
lgcp_ICInformation criteria for point processes
local_testthatUnit test helpers
materncov.bandsMatern correlation or covariance function approximate...
mexdolphinDeprecated alias for sp version of the mexdolphin dataset
mexdolphin_sfPan-tropical spotted dolphins in the Gulf of Mexico
mrseaMarine renewables strategic environmental assessment
multiplotMultiple ggplots on a page.
new_bru_logCreate a 'bru_log' object
new_bru_usedStore information about used components
parse_inclusionParse inclusion of component labels in a predictor expression
pcmatern_BMake hierarchical mesh basis functions
plot.bruPlot method for posterior marginals estimated by bru
plotsampleCreate a plot sample.
point2countConvert a plot sample of points into one of counts.
Poisson1_1D1-Dimensional Homogeneous Poisson example.
Poisson2_1D1-Dimensional NonHomogeneous Poisson example.
Poisson3_1D1-Dimensional NonHomogeneous Poisson example.
predictPrediction from fitted bru model
reexportsObjects exported from other packages
robins_subsetrobins_subset
sample.lgcpSample from an inhomogeneous Poisson process
shrimpBlue and red shrimp in the Western Mediterranean Sea
slineConvert data frame to SpatialLinesDataFrame
spatial.to.pppConvert SpatialPoints and boundary polygon to spatstat ppp...
spde.posteriorPosteriors of SPDE hyper parameters and Matern correlation or...
spolyConvert a data.frame of boundary points into a...
summary.bru_compSummarise components
summary.bru_inputSummarise component inputs
summary.bru_optionsPrint inlabru options
tidy.bruExtract a bru model fit into a tidy tibble
toygroupsSimulated 1D animal group locations and group sizes
toypointsSimulated 2D point process data
inlabru documentation built on July 28, 2026, 9:07 a.m.