Beta Regression in R
Bibliographic Data
| ID | 23367697 |
|---|---|
| Authors | Francisco Cribari-Neto, Francisco Cribari‐Neto (0000-0002-5909-6698), Achim Zeileis (0000-0003-0918-3766) |
| Year | 2010 |
| Volume | 34 |
| Issue | 2 |
| Publication date | 2010-01-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Journal of Statistical Software (JOURNAL) |
| Journal identifiers | ISSN: 1548-7660 • E-ISSN: 1548-7660 |
| Publisher | Foundation for Open Access Statistic (PUBLISHER) |
| DOI | 10.18637/jss.v034.i02 |
| OpenAlex | W2111940674 |
| Language | EN |
| Citations received | 129 |
| References cited | 9 |
The class of beta regression models is commonly used by practitioners to model variables that assume values in the standard unit interval (0, 1). It is based on the assumption that the dependent variable is beta-distributed and that its mean is related to a set of regressors through a linear predictor with unknown coefficients and a link function. The model also includes a precision parameter which may be constant or depend on a (potentially different) set of regressors through a link function as well. This approach naturally incorporates features such as heteroskedasticity or skewness which are commonly observed in data taking values in the standard unit interval, such as rates or proportions. This paper describes the betareg package which provides the class of beta regressions in the R system for statistical computing. The underlying theory is briefly outlined, the implementation discussed and illustrated in various replication exercises.
BETA (programming language) · Beta distribution · Class (philosophy) · Combinatorics · Discrete mathematics · Function (biology) · Heteroscedasticity · Interval (graph theory) · Linear regression · Regression analysis · Replication (statistics) · Skewness · Statistics · Unit interval · Artificial Intelligence · Computer Science · Genetics and Plant Breeding · Mathematics · Statistical Methods and Bayesian Inference · Statistical Methods and Inference
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| Unique citing works | 129 |
|---|---|
| Citations per year | 8,06 |
| Citation span | 2010 - 2026 (17) |
| Citation velocity | current |
| Highly cited | Yes |
| Citation types | Neutral: 114 |