Package: smacof 2.1-7

smacof: Multidimensional Scaling

Implements the following approaches for multidimensional scaling (MDS) based on stress minimization using majorization (smacof): ratio/interval/ordinal/spline MDS on symmetric dissimilarity matrices, MDS with external constraints on the configuration, individual differences scaling (idioscal, indscal), MDS with spherical restrictions, and ratio/interval/ordinal/spline unfolding (circular restrictions, row-conditional). Various tools and extensions like jackknife MDS, bootstrap MDS, permutation tests, MDS biplots, gravity models, unidimensional scaling, drift vectors (asymmetric MDS), classical scaling, and Procrustes are implemented as well.

Authors:Patrick Mair [aut, cre], Jan De Leeuw [aut], Patrick J. F. Groenen [aut], Ingwer Borg [ctb]

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smacof.pdf |smacof.html✨
smacof/json (API)
NEWS

# Install 'smacof' in R:
install.packages('smacof', repos = c('https://pmair78.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

8.25 score 5 stars 22 packages 149 scripts 6.0k downloads 13 mentions 31 exports 115 dependencies

Last updated 1 months agofrom:b1ba1a9d95. Checks:OK: 3 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 10 2024
R-4.5-win-x86_64OKNov 10 2024
R-4.5-linux-x86_64OKNov 10 2024
R-4.4-win-x86_64NOTENov 10 2024
R-4.4-mac-x86_64NOTENov 10 2024
R-4.4-mac-aarch64NOTENov 10 2024
R-4.3-win-x86_64NOTENov 10 2024
R-4.3-mac-x86_64NOTENov 10 2024
R-4.3-mac-aarch64NOTENov 10 2024

Exports:biplotmdsbootmdsconfEllipsedissWeightsdriftVectorsfitCirclegravityicExploreidioscalindscaljackmdsmdspermtestprefscalProcrustesrandomstresssim2disssmacofConstraintsmacofIndDiffsmacofRectsmacofSpheresmacofSymstress0svm_mdsplotsymdecomptorgersontransformtransPrepunfoldinguniscalevmu

Dependencies:backportsbase64encbitbit64bootbroombslibcachemcheckmateclassclicliprclustercodetoolscolorspacecpp11crayondata.tabledigestdoParalleldplyre1071ellipseevaluatefansifarverfastmapfontawesomeforcatsforeachforeignFormulafsgdatagenericsggplot2glmnetgluegridExtragtablegtoolshavenhighrHmischmshtmlTablehtmltoolshtmlwidgetsisobanditeratorsjomojquerylibjsonliteknitrlabelinglatticelifecyclelme4magrittrMASSMatrixmemoisemgcvmicemimeminqamitmlmunsellnlmenloptrnnetnnlsnumDerivordinalpanpillarpkgconfigplotrixpolynomprettyunitsprogressproxypurrrR6rappdirsRColorBrewerRcppRcppEigenreadrrlangrmarkdownrpartrstudioapisassscalesshapestringistringrsurvivaltibbletidyrtidyselecttinytextzdbucminfutf8vctrsviridisviridisLitevroomweightswithrwordcloudxfunyaml

MDS in a Nutshell

Patrick Mair

Rendered frommdsnutshell.Rmdusingknitr::rmarkdownon Nov 10 2024.

Last update: 2022-05-06
Started: 2020-06-29

SMACOF2 Package Vignette

Rendered fromsmacof.Rnwusingknitr::knitron Nov 10 2024.

Last update: 2024-03-02
Started: 2015-08-10

Unfolding in a Nutshell

Patrick Mair

Rendered fromunfoldingnutshell.Rmdusingknitr::rmarkdownon Nov 10 2024.

Last update: 2022-05-06
Started: 2020-06-29

Readme and manuals

Help Manual

Help pageTopics
MDS Biplotsbiplotmds biplotmds.smacof biplotmds.smacofID plot.mdsbi
SMACOF Bootstrapbootmds bootmds.smacofB plot.smacofboot
Breakfast preferencesbread
Breakfast preferencesbreakfast
Canadian NewspapersCanadaNews
Pseudo Confidence EllipsesconfEllipse confEllipse.smacofB confEllipse.smacofID plot.confell
Crime Correlationscrimes
CSR activitiescsrranking
Create Weights for Uniform Weighted DistributiondissWeights
Asymmetric MDS: Drift VectorsdriftVectors plot.driftvec
Facets of the subjective duration of imagined situationsDuration DurationRaw
Ekman data setekman
Work valuesEW_eng EW_ger
Facial Expression DataFaceExp FaceScale
Fitting circle into point configurationfitCircle
Republican StatementsGOPdtm
Gravity dissimilaritiesgravity
Map Dataset France 1830Guerry
Guttman's Intelligence FacetsGuttman1965 Guttman1991
Helm's color datahelm
Exploring Initial ConfigurationsicExplore plot.icexplore
Schwartz Value Surveyindvalues
Intelligence Testsintelligence
SMACOF Jackknifejackmds jackmds.smacofB plot.smacofJK print.smacofJK
Kinship Termskinshipdelta kinshipscales
Kennedy Institute Phonics TestKIPT
Management Performance DataLawler
Morse Code Confusion Datamorse morse2
Morse Code Confusion Scalesmorsescales
Organizational Culture ProfileOCP
Party preferencespartypref
Rectangle Perception Dataperception
SMACOF Permutationpermtest permtest.smacof permtest.smacofR plot.smacofPerm print.smacofPerm
Plato's Seven WorksPlato7
2D SMACOF plotsplot.smacof plot.smacofID plot.smacofR
Procrustean Similarity Transformationsplot.procr Procrustes
Portrait Value QuestionnairePVQ40 PVQ40agg
Stress Calculation for Random Dissimilaritiesrandomstress
Rectanglesrectangles rectangles2 rect_constr
Residualsresiduals.smacof residuals.smacofID residuals.smacofR
RockHard RatingsRockHard
Converts similarites to dissimilaritiessim2diss
SMACOF ConstraintsmacofConstraint
SMACOF for Individual Differencesidioscal indscal smacofIndDiff
Spherical SMACOFsmacofSphere
Symmetric smacofmds smacofSym
Distances among stars in zodiac signsstardist
Zero-Iterations Stressstress0
S3 methods for smacofprint.smacofB print.smacofID print.smacofR summary.smacofB summary.smacofID summary.smacofR
Support Vector Machine MDSsvm_mdsplot
Proximity Matrix Decompositionsymdecomp
Torgerson Scalingtorgerson
Trading datatrading
Internal Dissimilarity Transformationtransform transPrep
Nonmetric unfoldingprefscal smacofRect unfolding
Unidimensional Scalingplot.uniscale print.uniscale uniscale
Visual Object RepresentationsVaziriXu
Vector Model of Unfoldingplot.vmu print.vmu vmu
Wine tastingwinedat
Wish datasetwish