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Robustne konjunktuurianalüüs×Robustne kanooniline korrelatsioonianalüüs (Robust CCA)×
ValdkondStatistikaStatistika
PerekondLatent structureLatent structure
Tekkeaasta1990s–2000s2003
LoojaAdaptations developed by robust statistics researchers building on Green and Srinivasan's conjoint frameworkCroux & Dehon (building on Hotelling's CCA framework)
TüüpPreference decomposition / stated preferenceRobust multivariate association
AlgallikasCroux, C., Filzmoser, P., & Oliveira, M. R. (2007). Algorithms for Projection-Pursuit Robust Principal Component Analysis. Chemometrics and Intelligent Laboratory Systems, 87(2), 218–225. DOI ↗Croux, C. & Dehon, C. (2003). Robust estimation of the canonical correlations. Computational Statistics, 18(3), 555–569. link ↗
Rööpnimetusedrobust CA, outlier-resistant conjoint analysis, robust stated preference analysisRobust CCA, RCCA, robust CCA, outlier-resistant canonical correlation
Seotud44
KokkuvõteRobust conjoint analysis decomposes respondent preferences for multi-attribute products or services into part-worth utilities while guarding against the distorting influence of outlying ratings or unusual respondents. It adapts classical conjoint estimation with robust regression or robust aggregation techniques so that conclusions about attribute importance remain trustworthy even when a minority of evaluations deviate markedly from the majority.Robust canonical correlation analysis extends classical CCA by replacing the standard sample covariance matrix with a robust estimator — such as the Minimum Covariance Determinant (MCD) or S-estimator — so that outlying observations do not distort the estimated canonical correlations and canonical variates between two sets of variables.
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ScholarGateVõrdle meetodeid: Robust Conjoint Analysis · Robust Canonical Correlation Analysis. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare