Package: FoReco 1.0.0

FoReco: Forecast Reconciliation

Classical (bottom-up and top-down), optimal combination and heuristic point (Di Fonzo and Girolimetto, 2023 <doi:10.1016/j.ijforecast.2021.08.004>) and probabilistic (Girolimetto et al. 2023 <doi:10.1016/j.ijforecast.2023.10.003>) forecast reconciliation procedures for linearly constrained time series (e.g., hierarchical or grouped time series) in cross-sectional, temporal, or cross-temporal frameworks.

Authors:Daniele Girolimetto [aut, cre, fnd], Tommaso Di Fonzo [aut, fnd]

FoReco_1.0.0.tar.gz
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FoReco.pdf |FoReco.html
FoReco/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/danigiro/foreco/issues

Datasets:
  • expside - Italian Quarterly National Accounts
  • gdpconsmat - Italian Quarterly National Accounts
  • incside - Italian Quarterly National Accounts
  • itagdp - Italian Quarterly National Accounts
  • outside - Italian Quarterly National Accounts
  • vnaggmat - Australian Tourism Demand dataset
  • vndata - Australian Tourism Demand dataset

On CRAN:

forecastingreconciliationtime-series

41 exports 29 stars 2.65 score 6 dependencies 102 scripts 575 downloads

Last updated 1 months agofrom:a13a71fcad. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 17 2024
R-4.5-winOKSep 17 2024
R-4.5-linuxOKSep 17 2024
R-4.4-winOKSep 17 2024
R-4.4-macOKSep 17 2024
R-4.3-winOKSep 17 2024
R-4.3-macOKSep 17 2024

Exports:aggtsarrange_hresbalance_hierarchycommatcsbootcsbucscovcslcccsmocsprojmatcsreccstdcstoolscstrecctbootctbuctcovctlccctmoctprojmatctreccttdcttoolsdf2aggmatFoReco2matrixitereclcmatrecoinfores2matrixshrink_estimtcsrecteboottebutecovtelcctemoteprojmatterectetdtetoolsunbalance_hierarchy

Dependencies:clilatticeMatrixosqpR6Rcpp

Readme and manuals

Help Manual

Help pageTopics
FoReco: Forecast ReconciliationFoReco-package FoReco
Non-overlapping temporal aggregation of a time seriesaggts
Aggregation matrix of a (possibly) unbalanced hierarchy in balanced formbalance_hierarchy
Commutation matrixcommat
Cross-sectional joint block bootstrapcsboot
Cross-sectional bottom-up reconciliationcsbu
Cross-sectional covariance matrix approximationcscov cscov.default cscov.ols cscov.sam cscov.shr cscov.str cscov.wls
Level conditional coherent reconciliation for genuine hierarchical/grouped time seriescslcc
Cross-sectional middle-out reconciliationcsmo
Projection matrix for optimal combination cross-sectional reconciliationcsprojmat
Optimal combination cross-sectional reconciliationcsrec
Cross-sectional top-down reconciliationcstd
Cross-sectional reconciliation toolscstools
Cross-temporal joint block bootstrapctboot
Cross-temporal bottom-up reconciliationctbu
Cross-temporal covariance matrix approximationctcov ctcov.acov ctcov.bdsam ctcov.bdshr ctcov.bsam ctcov.bshr ctcov.csstr ctcov.default ctcov.hbsam ctcov.hbshr ctcov.hsam ctcov.hshr ctcov.ols ctcov.sam ctcov.shr ctcov.Ssam ctcov.Sshr ctcov.str ctcov.testr ctcov.wlsh ctcov.wlsv
Level conditional coherent reconciliation for cross-temporal hierarchiesctlcc
Cross-temporal middle-out reconciliationctmo
Projection matrix for optimal combination cross-temporal reconciliationctprojmat
Optimal combination cross-temporal reconciliationctrec
Cross-temporal top-down reconciliationcttd
Cross-temporal reconciliation toolscttools
Cross-sectional aggregation matrix of a dataframedf2aggmat
Reconciled forecasts to matrix/vectorFoReco2matrix
Italian Quarterly National Accountsexpside gdpconsmat incside itagdp outside
Iterative cross-temporal reconciliationiterec
Linear combination (aggregation) matrix for a general linearly constrained multiple time serieslcmat
Informations on the reconciliation processrecoinfo
One-step and multi-step residualsarrange_hres res2matrix
Shrinkage of the covariance matrixshrink_estim
Heuristic cross-temporal reconciliationcstrec tcsrec
Temporal joint block bootstrapteboot
Temporal bottom-up reconciliationtebu
Temporal covariance matrix approximationtecov tecov.acov tecov.default tecov.har1 tecov.ols tecov.sam tecov.sar1 tecov.shr tecov.str tecov.strar1 tecov.wlsh tecov.wlsv
Level conditional coherent reconciliation for temporal hierarchiestelcc
Temporal middle-out reconciliationtemo
Projection matrix for optimal combination temporal reconciliationteprojmat
Optimal combination temporal reconciliationterec
Temporal top-down reconciliationtetd
Temporal reconciliation toolstetools
Aggregation matrix of a balanced hierarchy in (possibly) unbalanced formunbalance_hierarchy
Australian Tourism Demand datasetvnaggmat vndata