Package: fmrilatent 0.1.0

fmrilatent: Latent Space Representations of fMRI Data

Provides S4 classes and methods for representing neuroimaging data in latent spaces. The LatentNeuroVec class offers a memory-efficient representation using matrix factorization (basis x loadings plus a per-voxel offset), enabling compact storage and efficient computation for PCA, temporal bases, graph and wavelet dictionaries, Slepian bases, HRBF atoms, and related fMRI decompositions. Integrates with the neuroim2 package for standard neuroimaging data structures.

Authors:Bradley Buchsbaum [aut, cre]

fmrilatent_0.1.0.tar.gz

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fmrilatent_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
fmrilatent/json (API)
NEWS

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

Bug tracker:https://github.com/bbuchsbaum/fmrilatent/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On CRAN:

Conda:

cppopenmp

5.06 score 1 packages 3 scripts 180 exports 65 dependencies

Last updated from:54efa9000a. Checks:8 ERROR, 2 OK, 3 FAIL. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64ERROR440
linux-devel-x86_64ERROR540
source / vignettesOK347
linux-release-arm64ERROR442
linux-release-x86_64ERROR515
macos-release-arm64ERROR389
macos-release-x86_64ERROR577
macos-oldrel-arm64ERROR352
macos-oldrel-x86_64ERROR823
windows-develFAIL103
windows-releaseFAIL117
windows-oldrelFAIL133
wasm-releaseOK167

Exports:analysis_transformas_boldzip_spatial_basisas_cluster_reductionas_haar_latentas_hrbf_latentas_implicit_latentas_portable_linear_mapas.arrayas.matrixawpt_basis_templateawpt_mean_conductanceawpt_operator_from_conductanceawpt_operator_from_subject_conductancesawpt_surface_basis_templatebasisbasis_assetbasis_awpt_waveletbasis_decoderbasis_diffusion_waveletbasis_flatbasis_heat_waveletbasis_pcabasis_slepianbenchmark_roundtripBilatLatentNeuroSurfaceVectorBlockLatentNeuroVectorboldzip_eventsboldzip_graph_spatial_basisboldzip_parcel_reconstructboldzip_quantizationboldzip_reliabilityboldzip_spatial_basisboldzip_sr_decodeboldzip_sr_encodeboldzip_sr_payload_summaryboldzip_sr_simulateboldzip_svd_reconstructbspline_basis_handlebuild_hierarchical_templatebuild_schaefer_hierarchical_templatebuild_schaefer_levelscoef_metriccoef_timecompare_boldzip_srconcatcut_hclust_nesteddct_basis_handledecode_coefficientsdecode_covariancedecoderdiffusion_wavelet_latentdiffusion_wavelet_loadings_handledpss_time_basisencodeencode_awptencode_hierarchicalencode_operatorencode_specencode_transportevaluate_boldzip_srfmrilatent_compat_profilefmrilatent_registry_clearfmrilatent_registry_disablefmrilatent_registry_enablefmrilatent_registry_enabledfmrilatent_registry_listfmrilatent_registry_statsfmrilatent_test_dataget_encodergroup_delta_loadingshaar_latenthaar_metahaar_wavelet_forwardhaar_wavelet_inverseheat_wavelet_latentheat_wavelet_loadings_handlehrbf_generate_basishrbf_latenthrbf_metahrbf_project_matrixhrbf_reconstruct_matrixhrbf_reconstruct_partialimplicit_latentimplicit_metais_explicit_latentis_haar_latentis_hierarchical_templateis_hrbf_latentis_implicit_latentis_shared_referenceis_surface_templateis_templateis_transport_latentlatent_dct_heatwaveletlatent_domainlatent_factorylatent_metalatent_searchlightlatent_supportLatentNeuroSurfaceVectorLatentNeuroVecliftlinear_accesslist_encoderslna_hrbf_basis_from_paramsload_hierarchical_templateload_templateloadingsmake_cluster_reductionmake_coarsened_reductionmapmaskmask_to_arraymaterialize_group_delta_loadingsmaterialize_shared_temporal_specneuroarchive_handoff_contractoffsetparcel_basis_templateparcel_similarity_matrixparent_maps_from_levelsplot_basis_gramplot_benchmark_roundtripplot_slepian_temporalplot_spatial_atomproject_effectproject_hierarchicalproject_vcovreconstruct_arrayreconstruct_matrixregister_encoderregister_handle_kindrender_shared_eventsresolve_shared_referenceroi_subset_columnssave_hierarchical_templatesave_templateseriesshared_component_contractshared_event_dictionaryshared_referenceshared_reference_clearshared_reference_infoshared_temporal_specshowslepian_spatial_latentslepian_spatial_loadings_handleslepian_spatiotemporal_latentslepian_temporal_handleslepian_temporal_latentspec_hierarchical_templatespec_space_heatspec_space_hrbfspec_space_parcelspec_space_pcaspec_space_slepianspec_space_wavelet_activespec_stspec_time_bsplinespec_time_dctspec_time_slepianspectral_ward_hclustsurface_basis_templatetemplate_domaintemplate_loadingstemplate_masktemplate_measuretemplate_metatemplate_projecttemplate_ranktemplate_roughnesstemplate_supporttransport_latentvalidate_nested_parcellationsvalidate_neuroarchive_handoff_contractvalidate_portable_linear_mapvalidate_shared_component_contractvalidate_template_protocolvoxel_subset_to_gspwavelet_active_latentwrap_decoded

Dependencies:assertthatbigassertrbigparallelrbigstatsrbitcachemclicodetoolscowplotcpp11crayondbscandeflistdigestdoParallelfarverfastmapffflockforeachfuturefuture.applygenericsggplot2globalsgluegtableisobanditeratorslabelinglatticelifecyclelistenvmagrittrMatrixmemoisemmapneuroim2parallellypatchworkpillarpkgconfigpspurrrR6RColorBrewerRcppRcppArmadilloRcppEigenRcppParallelRhpcBLASctlrlangrmioRNiftiRNiftyRegRSpectraS7scalesstringistringrtibbleutf8vctrsviridisLitewithr

Choosing a Basis Family

Rendered fromchoosing-basis-family.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-05-29

Compressing fMRI Matrices with BOLDZip-SR

Rendered fromboldzip.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-05-29

Compression Diagnostics

Rendered fromcompression-diagnostics.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-05-29

Encoding workflows

Rendered fromencode-factory.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-02-01

Explicit vs decoder-backed latents

Rendered fromexplicit-vs-implicit-latents.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-10
Started: 2026-05-10

Getting started with fmrilatent

Rendered fromfmrilatent.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-02-15

Shared Spatial Dictionaries Across Subjects

Rendered fromshared-spatial-dictionaries.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-05-29

Shared Structure and BOLDZip-SR

Rendered fromshared-structure-boldzip.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-05-09

Standalone Codecs

Rendered fromstandalone-codecs.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-05-29

Transport-Aware Encoding

Rendered fromtransport-aware-encoding.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-05-29

Working With LatentNeuroVec Objects

Rendered fromworking-with-latentneurovec.Rmdusingknitr::rmarkdownon Jun 03 2026.

Last update: 2026-05-31
Started: 2026-05-29

Readme and manuals

Help Manual

Help pageTopics
Extract Elements from LatentNeuroVec[,LatentNeuroVec,ANY,ANY,ANY-method [,LatentNeuroVec,matrix,missing,ANY-method [,LatentNeuroVec,numeric,numeric,ANY-method [[,LatentNeuroVec,numeric-method
Describe the transform from raw to analysis coordinatesanalysis_transform analysis_transform,BilatLatentNeuroSurfaceVector-method analysis_transform,BlockLatentNeuroVector-method analysis_transform,ImplicitLatent-method analysis_transform,LatentNeuroSurfaceVector-method analysis_transform,LatentNeuroVec-method
Coerce a spatial object to a BOLDZip-SR spatial basisas_boldzip_spatial_basis
Convert a ClusteredNeuroVol to a ClusterReductionas_cluster_reduction
Convert to HaarLatent classas_haar_latent
Attach HRBF metadata to an existing LatentNeuroVecas_hrbf_latent
Coerce an object to an ImplicitLatent decoderas_implicit_latent
Coerce a BOLDZip-SR payload to an ImplicitLatentas_implicit_latent.BoldZipSR
Coerce an operator to the portable linear-map contractas_portable_linear_map
Reconstruct LatentNeuroVec as a 4D arrayas.array,LatentNeuroVec-method
Reconstruct an ImplicitLatent as an arrayas.array.ImplicitLatent
Reconstruct LatentNeuroVec as a matrix (time x voxels)as.matrix,BilatLatentNeuroSurfaceVector-method as.matrix,BilatNeuroSurfaceVector-method as.matrix,BlockLatentNeuroVector-method as.matrix,LatentNeuroSurfaceVector-method as.matrix,LatentNeuroVec-method
Coerce group-plus-delta loadings to a dense matrixas.matrix.GroupDeltaLoadings
Convert HaarLatent to matrixas.matrix.HaarLatent
Reconstruct an ImplicitLatent as a matrixas.matrix.ImplicitLatent
Build an AWPT basis templateawpt_basis_template
Average subject conductance matrices on a shared template graphawpt_mean_conductance
Build an AWPT field operator from a conductance matrixawpt_operator_from_conductance
Build an AWPT field operator from subject conductance summariesawpt_operator_from_subject_conductances
Build a surface AWPT basis templateawpt_surface_basis_template
Get the basis matrix (temporal components)basis basis,BilatLatentNeuroSurfaceVector-method basis,BlockLatentNeuroVector-method basis,LatentNeuroSurfaceVector-method basis,LatentNeuroVec-method
Extract the basis asset behind a latent objectbasis_asset basis_asset,BilatLatentNeuroSurfaceVector-method basis_asset,BlockLatentNeuroVector-method basis_asset,ImplicitLatent-method basis_asset,LatentNeuroSurfaceVector-method basis_asset,LatentNeuroVec-method
AWPT wave-packet basis specificationbasis_awpt_wavelet
Extract a basis decoder from a template assetbasis_decoder basis_decoder,AWPTBasisTemplate-method basis_decoder,HierarchicalBasisTemplate-method basis_decoder,ParcelBasisTemplate-method basis_decoder,SurfaceAWPTBasisTemplate-method basis_decoder,SurfaceBasisTemplate-method
Diffusion wavelet basis specificationbasis_diffusion_wavelet
Create a flat basis specificationbasis_flat
Heat wavelet basis specificationbasis_heat_wavelet
Create a PCA basis specificationbasis_pca
Create a Slepian basis specificationbasis_slepian
Benchmark encode/decode round-tripsbenchmark_roundtrip
Construct a bilateral surface latent objectBilatLatentNeuroSurfaceVector
BilatLatentNeuroSurfaceVector ClassBilatLatentNeuroSurfaceVector-class
Construct a block-domain latent objectBlockLatentNeuroVector
BlockLatentNeuroVector ClassBlockLatentNeuroVector-class
Construct sparse innovation event settings for BOLDZip-SRboldzip_events
Build a spectral graph spatial basis for BOLDZip-SRboldzip_graph_spatial_basis
Reconstruct a matrix from parcel-average time seriesboldzip_parcel_reconstruct
Construct reliability-aware quantization settings for BOLDZip-SRboldzip_quantization
Construct split-half reliability settings for BOLDZip-SRboldzip_reliability
Build a matrix spatial basis descriptor for BOLDZip-SRboldzip_spatial_basis
Decode an experimental BOLDZip-SR objectboldzip_sr_decode
Encode a matrix with experimental BOLDZip-SR compressionboldzip_sr_encode
Summarize an experimental BOLDZip-SR payloadboldzip_sr_payload_summary
Simulate data with BOLDZip-SR carrier, texture, and event structureboldzip_sr_simulate
Reconstruct a matrix from a low-rank SVD baselineboldzip_svd_reconstruct
Create a BasisHandle for a B-spline temporal basisbspline_basis_handle
Build a hierarchical Laplacian template (offline)build_hierarchical_template
Build hierarchical template from Schaefer surface atlasbuild_schaefer_hierarchical_template
Build hierarchical parcellation levels from Schaefer surface atlasbuild_schaefer_levels
Cluster-based reduction (e.g., supervoxels or atlas)ClusterReduction-class
Coarsened graph reduction (e.g., prolongation from coarse to fine)CoarsenedReduction-class
Extract coefficient-space metric from a latent objectcoef_metric coef_metric,BilatLatentNeuroSurfaceVector-method coef_metric,BlockLatentNeuroVector-method coef_metric,ImplicitLatent-method coef_metric,LatentNeuroSurfaceVector-method coef_metric,LatentNeuroVec-method
Extract coefficient time series from a latent objectcoef_time coef_time,BilatLatentNeuroSurfaceVector-method coef_time,BlockLatentNeuroVector-method coef_time,ImplicitLatent-method coef_time,LatentNeuroSurfaceVector-method coef_time,LatentNeuroVec-method
Compare BOLDZip-SR against simple reconstruction baselinescompare_boldzip_sr
Concatenate LatentNeuroVec Objectsconcat,LatentNeuroVec,LatentNeuroVec-method
Cut an hclust into nested label vectorscut_hclust_nested
Create a BasisHandle for a DCT temporal basisdct_basis_handle
Decode coefficient-space vectors into an output spacedecode_coefficients decode_coefficients,BilatLatentNeuroSurfaceVector-method decode_coefficients,BlockLatentNeuroVector-method decode_coefficients,ImplicitLatent-method decode_coefficients,LatentNeuroSurfaceVector-method decode_coefficients,LatentNeuroVec-method
Push coefficient covariance into an output spacedecode_covariance decode_covariance,BilatLatentNeuroSurfaceVector-method decode_covariance,BlockLatentNeuroVector-method decode_covariance,ImplicitLatent-method decode_covariance,LatentNeuroSurfaceVector-method decode_covariance,LatentNeuroVec-method
Get a decoder view for a latent objectdecoder decoder,BilatLatentNeuroSurfaceVector-method decoder,BlockLatentNeuroVector-method decoder,ImplicitLatent-method decoder,LatentNeuroSurfaceVector-method decoder,LatentNeuroVec-method
Diffusion wavelet latent constructor (explicit basis)diffusion_wavelet_latent
Construct a shared LoadingsHandle via diffusion-wavelet liftingdiffusion_wavelet_loadings_handle
DPSS temporal basis (Slepian sequences)dpss_time_basis
Encode data into a latent representation using a specencode
Encode data using the AWPT modelencode_awpt
Encode data using a hierarchical templateencode_hierarchical
Encode data using a shared basis asset and subject field operatorencode_operator
Dispatch standard encoding based on spec typeencode_spec
Encode data using transport-backed latent semanticsencode_transport
Evaluate BOLDZip-SR reconstruction qualityevaluate_boldzip_sr
Compatibility Profile for External Integrationsfmrilatent_compat_profile
Clear the fmrilatent handle registryfmrilatent_registry_clear
Enable or disable the fmrilatent handle registryfmrilatent_registry_disable fmrilatent_registry_enable fmrilatent_registry_enabled
List entries in the fmrilatent handle registryfmrilatent_registry_list
Get registry statisticsfmrilatent_registry_stats
Generate test data for encoder developmentfmrilatent_test_data
Get a registered encoderget_encoder
Graph reduction scaffolds (abstract)GraphReduction-class
Represent subject loadings as group shared loadings plus a deltagroup_delta_loadings
Build Haar latent representationhaar_latent
Get metadata from Haar latent objecthaar_meta
Forward Haar wavelet transform (mask-adaptive, Morton order)haar_wavelet_forward
Inverse Haar wavelet transformhaar_wavelet_inverse
Heat wavelet latent constructor (explicit basis)heat_wavelet_latent
Construct a shared LoadingsHandle via heat-wavelet liftingheat_wavelet_loadings_handle
HierarchicalBasisTemplate ClassHierarchicalBasisTemplate-class
Hierarchical radial basis functions (HRBF) for latent fMRIhrbf_generate_basis hrbf_project_matrix hrbf_reconstruct_matrix
Build a LatentNeuroVec using an HRBF basishrbf_latent
Retrieve HRBF metadata if presenthrbf_meta
Partially reconstruct selected voxels/timepointshrbf_reconstruct_partial
Construct an ImplicitLatent objectimplicit_latent
Get metadata from ImplicitLatent objectimplicit_meta
Test whether a latent object is explicitis_explicit_latent is_explicit_latent,ExplicitLatent-method is_explicit_latent,ImplicitLatent-method
Test if object is a Haar latent representationis_haar_latent
Check whether an object is a HierarchicalBasisTemplateis_hierarchical_template
Check if latent object carries HRBF metadatais_hrbf_latent
Test if object is an ImplicitLatentis_implicit_latent
Test whether an object is a shared referenceis_shared_reference
Test whether an object is a surface basis templateis_surface_template
Test whether an object is a supported templateis_template
Test whether an object is a transport-backed latent objectis_transport_latent
Create a template LatentNeuroVec with heat-wavelet spatial loadingslatent_dct_heatwavelet
Extract the decoded domain associated with a latent objectlatent_domain latent_domain,BilatLatentNeuroSurfaceVector-method latent_domain,BlockLatentNeuroVector-method latent_domain,ImplicitLatent-method latent_domain,LatentNeuroSurfaceVector-method latent_domain,LatentNeuroVec-method
Simple factory to build a spec and encode in one calllatent_factory
Get lightweight metadata from a latent objectlatent_meta latent_meta,BilatLatentNeuroSurfaceVector-method latent_meta,BlockLatentNeuroVector-method latent_meta,ImplicitLatent-method latent_meta,LatentNeuroSurfaceVector-method latent_meta,LatentNeuroVec-method
Apply a user-defined function in latent space over neighborhoodslatent_searchlight
Extract the decoded support associated with a latent objectlatent_support latent_support,BilatLatentNeuroSurfaceVector-method latent_support,BlockLatentNeuroVector-method latent_support,ImplicitLatent-method latent_support,LatentNeuroSurfaceVector-method latent_support,LatentNeuroVec-method
Construct a LatentNeuroSurfaceVectorLatentNeuroSurfaceVector
LatentNeuroSurfaceVector ClassLatentNeuroSurfaceVector-class
Create a Latent Space Representation of Neuroimaging DataLatentNeuroVec
LatentNeuroVec ClassLatentNeuroVec-class
Lift reduced bases back to voxel space (abstract generic)lift
Lift diffusion wavelets for clustered reductionlift,ClusterReduction,spec_diffusion_wavelet-method
Lift heat wavelets for clustered reductionlift,ClusterReduction,spec_heat_wavelet-method
Lift parcel/cluster-local PCA bases for ClusterReductionlift,ClusterReduction,spec_pca-method
Lift spatial Slepians for clustered reductionlift,ClusterReduction,spec_slepian-method
Default lift method (placeholder)lift,GraphReduction,ANY-method
Linear access to LatentNeuroVec elementslinear_access linear_access,LatentNeuroVec,integer-method linear_access,LatentNeuroVec,numeric-method linear_access-methods
List registered encoderslist_encoders
Build an HRBF Basis with Optional Neuroarchive Compatibility Semanticslna_hrbf_basis_from_params
Load a hierarchical template from diskload_hierarchical_template
Load a saved template from diskload_template
Get the loadings matrix (spatial components)loadings loadings,BilatLatentNeuroSurfaceVector-method loadings,BlockLatentNeuroVector-method loadings,LatentNeuroSurfaceVector-method loadings,LatentNeuroVec-method
Create a ClusterReduction from a mask and voxel-to-cluster mapmake_cluster_reduction
Create a coarsened graph reductionmake_coarsened_reduction
Get the map objectmap map,LatentNeuroVec-method
Get the maskmask mask,ImplicitLatent-method mask,LatentNeuroVec-method
Convert mask to arraymask_to_array
Materialize group-plus-delta loadingsmaterialize_group_delta_loadings
Materialize a shared temporal specificationmaterialize_shared_temporal_spec
Create the fmrilatent-to-neuroarchive handoff contractneuroarchive_handoff_contract
Get the offset vectoroffset offset,ANY-method offset,BilatLatentNeuroSurfaceVector-method offset,BlockLatentNeuroVector-method offset,LatentNeuroSurfaceVector-method offset,LatentNeuroVec-method
Build a shared parcel basis templateparcel_basis_template
Build a similarity matrix for parcel clustering (Schaefer-like)parcel_similarity_matrix
Derive parent maps for a nested set of parcellationsparent_maps_from_levels
Plot Gram matrix of a basis (orthogonality check)plot_basis_gram
Plot benchmark resultsplot_benchmark_roundtrip
Plot temporal Slepians (DPSS)plot_slepian_temporal
Plot a spatial atom (loading vector) on a maskplot_spatial_atom
Portable linear-map contractportable_linear_map
Predict from a BOLDZip-SR codec payloadpredict.BoldZipSR
Predict method for HaarLatentpredict.HaarLatent
Predict method for ImplicitLatentpredict.ImplicitLatent
Print method for ParcelBasisTemplateprint.ParcelBasisTemplate
Print method for SurfaceBasisTemplateprint.SurfaceBasisTemplate
Compatibility wrapper for decoder-based coefficient projectionproject_effect project_effect,BilatLatentNeuroSurfaceVector-method project_effect,BlockLatentNeuroVector-method project_effect,ImplicitLatent-method project_effect,LatentNeuroSurfaceVector-method project_effect,LatentNeuroVec-method
Project coefficients only (no LatentNeuroVec wrapper)project_hierarchical
Compatibility wrapper for decoder-based covariance pushforwardproject_vcov project_vcov,BilatLatentNeuroSurfaceVector-method project_vcov,BlockLatentNeuroVector-method project_vcov,ImplicitLatent-method project_vcov,LatentNeuroSurfaceVector-method project_vcov,LatentNeuroVec-method
Reconstruct a latent object as a 4D arrayreconstruct_array reconstruct_array,BilatLatentNeuroSurfaceVector-method reconstruct_array,BlockLatentNeuroVector-method reconstruct_array,ImplicitLatent-method reconstruct_array,LatentNeuroSurfaceVector-method reconstruct_array,LatentNeuroVec-method
Reconstruct a latent object as a matrixreconstruct_matrix reconstruct_matrix,BilatLatentNeuroSurfaceVector-method reconstruct_matrix,BlockLatentNeuroVector-method reconstruct_matrix,ImplicitLatent-method reconstruct_matrix,LatentNeuroSurfaceVector-method reconstruct_matrix,LatentNeuroVec-method
Register an encoder familyregister_encoder
Register a lazy handle materializerregister_handle_kind
Render sparse events with a shared event dictionaryrender_shared_events
Resolve an in-session shared referenceresolve_shared_reference
Subset reconstruction matrix columns by ROI maskroi_subset_columns
Save a hierarchical template to disksave_hierarchical_template
Save a template object to disksave_template save_template,AWPTBasisTemplate-method save_template,HierarchicalBasisTemplate-method save_template,ParcelBasisTemplate-method save_template,SurfaceAWPTBasisTemplate-method save_template,SurfaceBasisTemplate-method
Extract time series from LatentNeuroVecseries series,LatentNeuroVec,ANY-method series,LatentNeuroVec,integer-method series,LatentNeuroVec,numeric-method series-methods
Build a method-neutral shared component contractshared_component_contract
Construct a reusable event shape dictionaryshared_event_dictionary
Create an in-session shared object referenceshared_reference
Reset the in-session shared reference cacheshared_reference_clear
Summarize a shared reference without resolving itshared_reference_info
Construct a shared temporal basis descriptorshared_temporal_spec
Display a LatentNeuroVec objectshow show,BilatLatentNeuroSurfaceVector-method show,BlockLatentNeuroVector-method show,LatentNeuroSurfaceVector-method show,LatentNeuroVec-method show-methods
Slepian spatial latent constructor (explicit basis)slepian_spatial_latent
Create a LoadingsHandle for spatial Slepians (graph Laplacian)slepian_spatial_loadings_handle
Spatiotemporal Slepian latent (implicit, separable)slepian_spatiotemporal_latent
Create a BasisHandle for temporal Slepians (DPSS)slepian_temporal_handle
LatentNeuroVec using a temporal DPSS basisslepian_temporal_latent
Create hierarchical template specspec_hierarchical_template
Spatial heat-wavelet spec (graph diffusion)spec_space_heat
Spatial HRBF specspec_space_hrbf
Spatial parcel-basis spec (shared/template-based)spec_space_parcel
Spatial PCA spec (cluster-local)spec_space_pca
Spatial Slepian specspec_space_slepian
Spatial wavelet (active pencil) specspec_space_wavelet_active
Spatiotemporal spec (separable)spec_st
Temporal B-spline specspec_time_bspline
Temporal DCT specspec_time_dct
Temporal Slepian/DPSS specspec_time_slepian
Run spectral+Ward hierarchical clustering on a parcel graphspectral_ward_hclust
Build a shared surface basis templatesurface_basis_template
Extract the domain associated with a templatetemplate_domain template_domain,AWPTBasisTemplate-method template_domain,HierarchicalBasisTemplate-method template_domain,ParcelBasisTemplate-method template_domain,SurfaceAWPTBasisTemplate-method template_domain,SurfaceBasisTemplate-method
Extract template loadingstemplate_loadings template_loadings,AWPTBasisTemplate-method template_loadings,HierarchicalBasisTemplate-method template_loadings,ParcelBasisTemplate-method template_loadings,SurfaceAWPTBasisTemplate-method template_loadings,SurfaceBasisTemplate-method
Extract template masktemplate_mask template_mask,AWPTBasisTemplate-method template_mask,HierarchicalBasisTemplate-method template_mask,ParcelBasisTemplate-method template_mask,SurfaceAWPTBasisTemplate-method template_mask,SurfaceBasisTemplate-method
Extract optional measure or mass information for a templatetemplate_measure template_measure,AWPTBasisTemplate-method template_measure,HierarchicalBasisTemplate-method template_measure,ParcelBasisTemplate-method template_measure,SurfaceAWPTBasisTemplate-method template_measure,SurfaceBasisTemplate-method
Extract template metadatatemplate_meta template_meta,AWPTBasisTemplate-method template_meta,HierarchicalBasisTemplate-method template_meta,ParcelBasisTemplate-method template_meta,SurfaceAWPTBasisTemplate-method template_meta,SurfaceBasisTemplate-method
Project data onto a templatetemplate_project template_project,AWPTBasisTemplate-method template_project,HierarchicalBasisTemplate-method template_project,ParcelBasisTemplate-method template_project,SurfaceAWPTBasisTemplate-method template_project,SurfaceBasisTemplate-method
Query the rank of a template basistemplate_rank template_rank,AWPTBasisTemplate-method template_rank,HierarchicalBasisTemplate-method template_rank,ParcelBasisTemplate-method template_rank,SurfaceAWPTBasisTemplate-method template_rank,SurfaceBasisTemplate-method
Extract the spatial roughness operator for a template assettemplate_roughness template_roughness,AWPTBasisTemplate-method template_roughness,HierarchicalBasisTemplate-method template_roughness,ParcelBasisTemplate-method template_roughness,SurfaceAWPTBasisTemplate-method template_roughness,SurfaceBasisTemplate-method
Extract the support associated with a templatetemplate_support template_support,AWPTBasisTemplate-method template_support,HierarchicalBasisTemplate-method template_support,ParcelBasisTemplate-method template_support,SurfaceAWPTBasisTemplate-method template_support,SurfaceBasisTemplate-method
Construct a transport-backed implicit latent objecttransport_latent
Validate that parcellation levels are nestedvalidate_nested_parcellations
Validate the fmrilatent-to-neuroarchive handoff contractvalidate_neuroarchive_handoff_contract
Validate an object against the portable linear-map contractvalidate_portable_linear_map
Validate a shared component contractvalidate_shared_component_contract
Validate the reusable template protocolvalidate_template_protocol
Convert voxel subset to an rgsp graphvoxel_subset_to_gsp
Active-pencil wavelet latent (CDF 5/3)wavelet_active_latent
Wrap flat decoded outputs into a domain-native representationwrap_decoded wrap_decoded,BilatLatentNeuroSurfaceVector-method wrap_decoded,BlockLatentNeuroVector-method wrap_decoded,ImplicitLatent-method wrap_decoded,LatentNeuroSurfaceVector-method wrap_decoded,LatentNeuroVec-method