Package: smacofx 1.5-3

Thomas Rusch

smacofx: Flexible Multidimensional Scaling and 'smacof' Extensions

Flexible multidimensional scaling (MDS) methods and extensions to the package 'smacof'. This package contains various functions, wrappers, methods and classes for fitting, plotting and displaying a large number of different flexible MDS models (some as of yet unpublished). These are: Torgerson scaling (Torgerson, 1958, ISBN:978-0471879459) with powers, Sammon mapping (Sammon, 1969, <doi:10.1109/T-C.1969.222678>) with ratio and interval optimal scaling, Multiscale MDS (Ramsay, 1977, <doi:10.1007/BF02294052>) with ratio and interval optimal scaling, S-stress MDS (ALSCAL; Takane, Young & De Leeuw, 1977, <doi:10.1007/BF02293745>) with ratio and interval optimal scaling, elastic scaling (McGee, 1966, <doi:10.1111/j.2044-8317.1966.tb00367.x>) with ratio and interval optimal scaling, r-stress MDS (De Leeuw, Groenen & Mair, 2016, <https://rpubs.com/deleeuw/142619>) with ratio, interval and non-metric optimal scaling, power-stress MDS (POST-MDS; Buja & Swayne, 2002 <doi:10.1007/s00357-001-0031-0>) with ratio and interval optimal scaling, restricted power-stress (Rusch, Mair & Hornik, 2021, <doi:10.1080/10618600.2020.1869027>) with ratio and interval optimal scaling, approximate power-stress with ratio optimal scaling (Rusch, Mair & Hornik, 2021, <doi:10.1080/10618600.2020.1869027>), Box-Cox MDS (Chen & Buja, 2013, <https://jmlr.org/papers/v14/chen13a.html>), local MDS (Chen & Buja, 2009, <doi:10.1198/jasa.2009.0111>), curvilinear component analysis (Demartines & Herault, 1997, <doi:10.1109/72.554199>) and curvilinear distance analysis (Lee, Lendasse & Verleysen, 2004, <doi:10.1016/j.neucom.2004.01.007>). There also are experimental models (e.g., sparsified MDS and sparsified POST-MDS). Some functions are suitably flexible to allow any other sensible combination of explicit power transformations for weights, distances and input proximities with implicit ratio, interval or non-metric optimal scaling of the input proximities. Most functions use a Majorization-Minimization algorithm. Currently the methods are only available for one-mode data (symmetric dissimilarity matrices).

Authors:Thomas Rusch [aut, cre], Jan de Leeuw [aut], Lisha Chen [aut], Patrick Mair [aut]

smacofx_1.5-3.tar.gz
smacofx_1.5-3.zip(r-4.5)smacofx_1.5-3.zip(r-4.4)smacofx_1.5-3.zip(r-4.3)
smacofx_1.5-3.tgz(r-4.4-any)smacofx_1.5-3.tgz(r-4.3-any)
smacofx_1.5-3.tar.gz(r-4.5-noble)smacofx_1.5-3.tar.gz(r-4.4-noble)
smacofx_1.5-3.tgz(r-4.4-emscripten)smacofx_1.5-3.tgz(r-4.3-emscripten)
smacofx.pdf |smacofx.html
smacofx/json (API)
NEWS

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

Peer review:

Bug tracker:https://r-forge.r-project.org/projects/stops

Datasets:

On CRAN:

45 exports 1 stars 2.11 score 160 dependencies 2 dependents 270 downloads

Last updated 1 months agofrom:81db9684f5. Checks:OK: 1 WARNING: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 31 2024
R-4.5-winWARNINGAug 31 2024
R-4.5-linuxWARNINGAug 31 2024
R-4.4-winWARNINGAug 31 2024
R-4.4-macWARNINGAug 31 2024
R-4.3-winWARNINGAug 31 2024
R-4.3-macWARNINGAug 31 2024

Exports:alscalapostmdsapowerstressMinapstressmdsapstressMinapStressMinbcmdsbcsdistanceclcacldacmdscaleconf_adjustelscalicExploreGenlmdsmultiscalemultistartpostmdspowerStressFastpowerstressMinpowerStressMinpstressmdspstressMinpStressMinrpostmdsrpowerstressMinrpowerStressMinrpstressmdsrpstressMinrpStressMinrstressrstressmdsrstressMinrStressMinsammonsammonmapsmddasmdsso_smddaso_smdsso_spmddaso_spmdsspmddaspmdsspp

Dependencies:abindaskpassbackportsbase64encbitbit64bootbroombslibcachemcandisccarcarDatacheckmateclassclicliprclustercodetoolscolorspacecommonmarkcowplotcpp11crayoncrosstalkcurldata.tabledeldirDerivdigestdoBydoParalleldplyre1071ellipseevaluatefansifarverfastmapfontawesomeforcatsforeachforeignFormulafsgdataGeneralizedUmatrixgenericsgeometryggplot2glmnetgluegridExtragtablegtoolshavenheplotshighrHmischmshtmlTablehtmltoolshtmlwidgetshttpuvhttrisobanditeratorsjomojquerylibjsonliteknitrlabelinglaterlatticelazyevallifecyclelinproglme4lpSolvemagicmagrittrMASSMatrixMatrixModelsmemoisemgcvmicemicrobenchmarkmimeminqamitmlmodelrmunsellnlmenloptrnnetnnlsnumDerivopensslordinalpanpbkrtestpermutepillarpkgconfigplotlyplotrixpolynomprettyunitsprogressProjectionBasedClusteringpromisesproxypurrrquantregR6rappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppParallelRcppProgressreadrrglrlangrmarkdownrpartrstudioapisassscalesshapeshinyshinyjsshinythemessmacofsourcetoolsSparseMstringistringrsurvivalsystibbletidyrtidyselecttinytextzdbucminfutf8vctrsveganviridisviridisLitevroomweightswithrwordcloudxfunxtableyaml

Readme and manuals

Help Manual

Help pageTopics
ALSCAL - MDS via S-Stress Minimizationalscal
Approximate Power Stress MDSapostmds apowerstressMin apstressmds apStressMin apstressMin
Banking Crises DistancesBankingCrisesDistances
Box-Cox MDSbcmds bcStressMin bcstressMin boxcoxmds
Calculates the blended Chi-square distance matrix between n vectorsbcsdistance
S3 method for smacofP objectsbiplotmds.smacofP
MDS Bootstrap for smacofP objectsbootmds.smacofP
Classical Scalingcmds
Wrapper to 'cmdscale' for S3 classcmdscale
conf_adjust: a function to procrustes adjust two matricesconf_adjust
Double centering of a matrixdoubleCenter
Elastic Scaling SMACOFelscal
Explicit Normalization Normalizes distancesenorm
Exploring initial configurations in an agnostic wayicExploreGen
MDS Jackknife for smacofP objectsjackmds.smacofP
Local MDSlmds
Auxfunction1mkBmat
Take matrix to a powermkPower
Multiscale SMACOFmultiscale
Multistart MDS functionmultistart
Squared p-distancespdist
Permutation test for smacofP objectspermtest.smacofP
S3 plot method for smacofP objectsplot.smacofP
Power stress minimization by NEWUOA (nloptr)powerStressFast
Power Stress SMACOFpostmds powerStressMin powerstressMin pstressmds pStressMin pstressMin
procruster: a procrustes functionprocruster
Restricted Power Stress SMACOFrpostmds rpowerStressMin rpowerstressMin rpstressmds rpStressMin rpstressMin
R stress SMACOFrstress rstressmds rStressMin rstressMin
Wrapper to 'sammon' for S3 classsammon
Sammon Mapping SMACOFsammonmap
Adjusts a configurationscale_adjust
Secular EquationsecularEq
smacofx: Flexible multidimensional scaling methods and SMACOF extensionssmacofx
Calculating stress per pointspp
Squared distancessqdist