GLMMadaptive - Generalized Linear Mixed Models using Adaptive Gaussian Quadrature

Fits generalized linear mixed models for a single grouping factor under maximum likelihood approximating the integrals over the random effects with an adaptive Gaussian quadrature rule; Jose C. Pinheiro and Douglas M. Bates (1995) <doi:10.1080/10618600.1995.10474663>.

Last updated 1 months ago

generalized-linear-mixed-modelsmixed-effects-modelsmixed-models

9.93 score 61 stars 5 dependents 205 scripts 2.3k downloads

ltm - Latent Trait Models under IRT

Analysis of multivariate dichotomous and polytomous data using latent trait models under the Item Response Theory approach. It includes the Rasch, the Two-Parameter Logistic, the Birnbaum's Three-Parameter, the Graded Response, and the Generalized Partial Credit Models.

Last updated 3 years ago

9.48 score 30 stars 26 dependents 768 scripts 8.5k downloads

JMbayes2 - Extended Joint Models for Longitudinal and Time-to-Event Data

Fit joint models for longitudinal and time-to-event data under the Bayesian approach. Multiple longitudinal outcomes of mixed type (continuous/categorical) and multiple event times (competing risks and multi-state processes) are accommodated. Rizopoulos (2012, ISBN:9781439872864).

Last updated 6 months ago

competing-riskslongitudinal-analysismixed-modelsmulti-statepersonalized-medicineprecision-medicineprediction-modelsurvival-modelsopenblascppopenmp

8.10 score 82 stars 2 dependents 256 scripts 893 downloads

JMbayes - Joint Modeling of Longitudinal and Time-to-Event Data under a Bayesian Approach

Shared parameter models for the joint modeling of longitudinal and time-to-event data using MCMC; Dimitris Rizopoulos (2016) <doi:10.18637/jss.v072.i07>.

Last updated 4 years ago

joint-modelslongitudinal-responsesprediction-modelsurvival-analysisopenblascppopenmpjags

6.96 score 59 stars 78 scripts 588 downloads

JM - Joint Modeling of Longitudinal and Survival Data

Shared parameter models for the joint modeling of longitudinal and time-to-event data.

Last updated 2 years ago

4.80 score 2 stars 1 dependents 113 scripts 1.9k downloads

cvGEE - Cross-Validated Predictions from GEE

Calculates predictions from generalized estimating equations and internally cross-validates them using the logarithmic, quadratic and spherical proper scoring rules; Kung-Yee Liang and Scott L. Zeger (1986) <doi:10.1093/biomet/73.1.13>.

Last updated 5 years ago

4.18 score 3 stars 116 downloads

bootStepAIC - Bootstrap stepAIC

Model selection by bootstrapping the stepAIC() procedure.

Last updated 3 years ago

1.66 score 23 scripts 273 downloads