datasetMar 7, 2010GOLD OA

ordinal: Regression Models for Ordinal Data

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Abstract

Implementation of cumulative link (mixed) models also known as ordered regression models, proportional odds models, proportional hazards models for grouped survival times and ordered logit/probit/... models. Estimation is via maximum likelihood and mixed models are fitted with the Laplace approximation and adaptive Gauss-Hermite quadrature. Multiple random effect terms are allowed and they may be nested, crossed or partially nested/crossed. Restrictions of symmetry and equidistance can be imposed on the thresholds (cut-points/intercepts). Standard model methods are available (summary, anova, drop-methods, step, confint, predict etc.) in addition to profile methods and slice methods for visualizing the…

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Authors

1

Topics & keywords

Keywords
  • Ordinal regression
  • Ordinal data
  • Ordinal optimization
  • Statistics
  • Regression analysis
  • Ordered logit
  • Mathematics
  • Computer science
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