R package homals: Gifi Methods for Optimal Scaling. Performs a homogeneity analysis (multiple correspondence analysis) and various extensions. Rank restrictions on the category quantifications can be imposed (nonlinear PCA). The categories are transformed by means of optimal scaling with options for nominal, ordinal, and numerical scale levels (for rank-1 restrictions). Variables can be grouped into sets, in order to emulate regression analysis and canonical correlation analysis.

References in zbMATH (referenced in 14 articles , 1 standard article )

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  1. Pi, J.; Wang, Honggang; Pardalos, Panos M.: A dual reformulation and solution framework for regularized convex clustering problems (2021)
  2. Cabero, Ismael; Epifanio, Irene: Finding archetypal patterns for binary questionnaires (2020)
  3. Derek Beaton: Generalized eigen, singular value, and partial least squares decompositions: The GSVD package (2020) arXiv
  4. Johnson, S. R.; Henderson, D. A.; Boys, R. J.: Revealing subgroup structure in ranked data using a Bayesian WAND (2020)
  5. Alfonso Iodice D’Enza, Angelos Markos, Michel van de Velden: Beyond Tandem Analysis: Joint Dimension Reduction and Clustering in R (2019) not zbMATH
  6. Espinosa, Javier; Hennig, Christian: A constrained regression model for an ordinal response with ordinal predictors (2019)
  7. Mair, Patrick: Modern psychometrics with R (2018)
  8. Audigier, Vincent; Husson, François; Josse, Julie: A principal component method to impute missing values for mixed data (2016)
  9. Julie Josse; François Husson: missMDA: A Package for Handling Missing Values in Multivariate Data Analysis (2016) not zbMATH
  10. Harrell, Frank E. jun.: Regression modeling strategies. With applications to linear models, logistic regression, and survival analysis (2015)
  11. Patrick Mair; Jan de Leeuw: A General Framework for Multivariate Analysis with Optimal Scaling: The R Package aspect (2010) not zbMATH
  12. Jan de Leeuw; Patrick Mair: Simple and Canonical Correspondence Analysis Using the R Package anacor (2009) not zbMATH
  13. Jan de Leeuw; Patrick Mair: Multidimensional Scaling Using Majorization: SMACOF in R (2009) not zbMATH
  14. Jan de Leeuw; Patrick Mair: Gifi Methods for Optimal Scaling in R: The Package homals (2009) not zbMATH