performance
Assessment of Regression Models Performance
Utilities for computing measures to assess model quality, which are not directly provided by R's 'base' or 'stats' packages. These include e.g. measures like r-squared, intraclass correlation coefficient (Nakagawa, Johnson & Schielzeth (2017) <doi:10.1098/rsif.2017.0213>), root mean squared error or functions to check models for overdispersion, singularity or zero-inflation and more. Functions apply to a large variety of regression models, including generalized linear models, mixed effects models and Bayesian models. References: Lüdecke et al. (2021) <doi:10.21105/joss.03139>.
Versions across snapshots
| Version | Repository | File | Size |
|---|---|---|---|
0.16.0 |
2026-04-09 windows/windows R-4.5 | performance_0.16.0.zip |
3.1 MiB |
Dependencies (latest)
Imports
- bayestestR (>= 0.17.0)
- insight (>= 1.4.4)
- datawizard (>= 1.3.0)
- stats
- methods
- utils
Suggests
- AER
- afex
- BayesFactor
- bayesplot
- betareg
- bigutilsr
- blavaan
- boot
- brms
- car
- carData
- CompQuadForm
- correlation (>= 0.8.8)
- cplm
- curl
- dagitty
- dbscan
- DHARMa (>= 0.4.7)
- discovr
- estimatr
- fixest
- flextable
- forecast
- ftExtra
- gamm4
- ggdag
- glmmTMB (>= 1.1.12)
- GPArotation
- graphics
- Hmisc
- httr2
- ICS
- ICSOutlier
- ISLR
- ivreg
- lavaan
- lme4
- lmtest
- loo
- MASS
- Matrix
- mclogit
- mclust
- metadat
- metafor
- mgcv
- mlogit
- modelbased (>= 0.12.0)
- multimode
- nestedLogit
- nlme
- nnet
- nonnest2
- ordinal
- parallel
- parameters (>= 0.28.0)
- patchwork
- pscl
- psych
- psychTools
- quantreg
- qqplotr (>= 0.0.6)
- randomForest
- RcppEigen
- reformulas
- rempsyc
- rmarkdown
- rstanarm
- rstantools
- sandwich
- see (>= 0.13.0)
- survey
- survival
- testthat (>= 3.2.1)
- tweedie
- VGAM
- withr (>= 3.0.0)