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Rdimtools  

Dimension Reduction and Estimation Methods
View on CRAN: Click here


Download and install Rdimtools package within the R console
Install from CRAN:
install.packages("Rdimtools")

Install from Github:
library("remotes")
install_github("cran/Rdimtools")

Install by package version:
library("remotes")
install_version("Rdimtools", "1.1.2")



Attach the package and use:
library("Rdimtools")
Maintained by
Kisung You
[Scholar Profile | Author Map]
First Published: 2017-09-21
Latest Update: 2022-12-15
Description:
We provide linear and nonlinear dimension reduction techniques. Intrinsic dimension estimation methods for exploratory analysis are also provided. For more details on the package, see the paper by You and Shung (2022) .
How to cite:
Kisung You (2017). Rdimtools: Dimension Reduction and Estimation Methods. R package version 1.1.2, https://cran.r-project.org/web/packages/Rdimtools. Accessed 09 Jan. 2025.
Previous versions and publish date:
0.1.0 (2017-09-21 10:31), 0.1.1 (2017-09-24 08:40), 0.1.2 (2017-11-14 05:12), 0.1.3 (2017-11-25 05:49), 0.2.0 (2018-01-03 01:50), 0.3.0 (2018-01-30 18:35), 0.3.1 (2018-02-06 10:57), 0.3.2 (2018-03-06 01:00), 0.4.0 (2018-09-28 19:20), 0.4.1 (2018-11-15 14:50), 0.4.2 (2018-12-21 15:00), 1.0.0 (2020-04-14 09:00), 1.0.1 (2020-04-23 02:14), 1.0.2 (2020-05-04 10:40), 1.0.3 (2020-05-22 10:50), 1.0.4 (2020-09-07 23:21), 1.0.6 (2021-04-18 12:30), 1.0.8 (2021-06-12 01:50), 1.0.9 (2022-02-04 23:20), 1.1.0 (2022-09-22 22:40), 1.1.1 (2022-11-24 11:30)
Other packages that cited Rdimtools R package
View Rdimtools citation profile
Other R packages that Rdimtools depends, imports, suggests or enhances
Complete documentation for Rdimtools
Functions, R codes and Examples using the Rdimtools R package
Some associated functions: aux_gensamples . aux_graphnbd . aux_kernelcov . aux_pkgstat . aux_preprocess . aux_shortestpath . estimate_Ustat . estimate_boxcount . estimate_clustering . estimate_correlation . estimate_danco . estimate_gdistnn . estimate_incisingball . estimate_made . estimate_mindkl . estimate_mindml . estimate_mle1 . estimate_mle2 . estimate_nearneighbor1 . estimate_nearneighbor2 . estimate_packing . estimate_pcathr . estimate_twonn . feature_CSCORE . feature_CSCOREG . feature_DISR . feature_ENET . feature_FOSMOD . feature_FSCORE . feature_LASSO . feature_LSCORE . feature_LSDF . feature_LSLS . feature_LSPE . feature_MCFS . feature_MIFS . feature_NRSR . feature_PFA . feature_PROCRUSTES . feature_RSR . feature_SPECS . feature_SPECU . feature_SPUFS . feature_UDFS . feature_UGFS . feature_UWDFS . feature_WDFS . iris . linear_ADR . linear_AMMC . linear_ANMM . linear_ASI . linear_BPCA . linear_CCA . linear_CNPE . linear_CRP . linear_DAGDNE . linear_DNE . linear_DSPP . linear_ELDE . linear_ELPP2 . linear_ESLPP . linear_EXTLPP . linear_FA . linear_FSSEM . linear_ICA . linear_ISOPROJ . linear_KMVP . linear_KUDP . linear_LDA . linear_LDAKM . linear_LDE . linear_LDP . linear_LEA . linear_LFDA . linear_LLP . linear_LLTSA . linear_LMDS . linear_LPCA2006 . linear_LPE . linear_LPFDA . linear_LPMIP . linear_LPP . linear_LQMI . linear_LSDA . linear_LSIR . linear_LSPP . linear_MDS . linear_MFA . linear_MLIE . linear_MMC . linear_MMP . linear_MMSD . linear_MODP . linear_MSD . linear_MVP . linear_NOLPP . linear_NONPP . linear_NPCA . linear_NPE . linear_ODP . linear_OLDA . linear_OLPP . linear_ONPP . linear_OPLS . linear_PCA . linear_PFLPP . linear_PLS . linear_PPCA . linear_RLDA . linear_RNDPROJ . linear_RPCAG . linear_RSIR . linear_SAMMC . linear_SAVE . linear_SDA . linear_SDLPP . linear_SIR . linear_SLPE . linear_SLPP . linear_SPC . linear_SPCA . linear_SPP . linear_SSLDP . linear_UDP . linear_ULDA . nonlinear_BMDS . nonlinear_CGE . nonlinear_CISOMAP . nonlinear_CRCA . nonlinear_CRDA . nonlinear_DM . nonlinear_DPPCA . nonlinear_DVE . nonlinear_FastMap . nonlinear_HYDRA . nonlinear_IDMAP . nonlinear_ILTSA . nonlinear_ISOMAP . nonlinear_ISPE . nonlinear_KECA . nonlinear_KLDE . nonlinear_KLFDA . nonlinear_KLSDA . nonlinear_KMFA . nonlinear_KMMC . nonlinear_KPCA . nonlinear_KQMI . nonlinear_KSDA . nonlinear_LAMP . nonlinear_LAPEIG . nonlinear_LISOMAP . nonlinear_LLE . nonlinear_LLLE . nonlinear_LTSA . nonlinear_MMDS . nonlinear_MVE . nonlinear_MVU . nonlinear_NNP . nonlinear_PHATE . nonlinear_PLP . nonlinear_REE . nonlinear_RPCA . nonlinear_SAMMON . nonlinear_SNE . nonlinear_SPE . nonlinear_SPLAPEIG . nonlinear_SPMDS . nonlinear_TSNE . oos_LINPROJ . usps . 
Some associated R codes: RcppExports.R . Rdimtools-package.R . auxchecks.R . auxfuncs.R . auxiliary_gensamples.R . auxiliary_graphnbd.R . auxiliary_kernelcov.R . auxiliary_pkgstat.R . auxiliary_preprocess.R . auxiliary_shortestpath.R . data_iris.R . data_usps.R . estimate_Ustat.R . estimate_boxcount.R . estimate_clustering.R . estimate_correlation.R . estimate_danco.R . estimate_gdistnn.R . estimate_incisingball.R . estimate_made.R . estimate_mindkl.R . estimate_mindml.R . estimate_mle1.R . estimate_mle2.R . estimate_nearneighbor1.R . estimate_nearneighbor2.R . estimate_packing.R . estimate_pcathr.R . estimate_twonn.R . feature_CSCOREG.R . feature_DISR.R . feature_ENET.R . feature_LASSO.R . feature_LSDF.R . feature_LSLS.R . feature_LSPE.R . feature_MCFS.R . feature_MIFS.R . feature_NRSR.R . feature_PROCRUSTES.R . feature_RSR.R . feature_SPECS.R . feature_SPECU.R . feature_SPUFS.R . feature_UDFS.R . feature_UGFS.R . feature_UWDFS.R . feature_WDFS.R . linear_AMMC.R . linear_ANMM.R . linear_ASI.R . linear_BPCA.R . linear_CCA.R . linear_CNPE.R . linear_CRP.R . linear_DAGDNE.R . linear_DNE.R . linear_DSPP.R . linear_ELDE.R . linear_ELPP2.R . linear_ESLPP.R . linear_EXTLPP.R . linear_FA.R . linear_FSSEM.R . linear_ICA.R . linear_ISOPROJ.R . linear_KMVP.R . linear_KUDP.R . linear_LDA.R . linear_LDAKM.R . linear_LDE.R . linear_LDP.R . linear_LEA.R . linear_LFDA.R . linear_LLP.R . linear_LLTSA.R . linear_LMDS.R . linear_LPCA2006.R . linear_LPE.R . linear_LPFDA.R . linear_LPMIP.R . linear_LPP.R . linear_LQMI.R . linear_LSDA.R . linear_LSIR.R . linear_LSPP.R . linear_MFA.R . linear_MLIE.R . linear_MMC.R . linear_MMP.R . linear_MMSD.R . linear_MODP.R . linear_MSD.R . linear_MVP.R . linear_NOLPP.R . linear_NONPP.R . linear_NPCA.R . linear_NPE.R . linear_ODP.R . linear_OLDA.R . linear_OLPP.R . linear_ONPP.R . linear_OPLS.R . linear_PFLPP.R . linear_PLS.R . linear_PPCA.R . linear_RLDA.R . linear_RNDPROJ.R . linear_RPCAG.R . linear_RSIR.R . linear_SAMMC.R . linear_SAVE.R . linear_SDA.R . linear_SDLPP.R . linear_SIR.R . linear_SLPE.R . linear_SLPP.R . linear_SPC.R . linear_SPCA.R . linear_SPP.R . linear_SSLDP.R . linear_UDP.R . linear_ULDA.R . nonlinear_BMDS.R . nonlinear_CGE.R . nonlinear_CISOMAP.R . nonlinear_CRCA.R . nonlinear_CRDA.R . nonlinear_DM.R . nonlinear_DPPCA.R . nonlinear_DVE.R . nonlinear_FASTMAP.R . nonlinear_HYDRA.R . nonlinear_IDMAP.R . nonlinear_ILTSA.R . nonlinear_ISOMAP.R . nonlinear_ISPE.R . nonlinear_KECA.R . nonlinear_KLDE.R . nonlinear_KLFDA.R . nonlinear_KLSDA.R . nonlinear_KMFA.R . nonlinear_KMMC.R . nonlinear_KPCA.R . nonlinear_KQMI.R . nonlinear_KSDA.R . nonlinear_LAMP.R . nonlinear_LISOMAP.R . nonlinear_LLE.R . nonlinear_LLLE.R . nonlinear_LTSA.R . nonlinear_MMDS.R . nonlinear_MVE.R . nonlinear_MVU.R . nonlinear_NNP.R . nonlinear_PHATE.R . nonlinear_PLP.R . nonlinear_REE.R . nonlinear_RPCA.R . nonlinear_SAMMON.R . nonlinear_SNE.R . nonlinear_SPE.R . nonlinear_SPLAPEIG.R . nonlinear_SPMDS.R . nonlinear_TSNE.R . oos_LINPROJ.R . v1_feature_CSCORE.R . v1_feature_FOSMOD.R . v1_feature_FSCORE.R . v1_feature_LSCORE.R . v1_feature_PFA.R . v1_linear_ADR.R . v1_linear_MDS.R . v1_linear_PCA.R . v1_nonlinear_LAPEIG.R . zzz.R .  Full Rdimtools package functions and examples
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