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In statistics, the restricted (or residual, or reduced) maximum likelihood (REML) approach is a particular form of maximum likelihood estimation that does not base estimates on a maximum likelihood fit of all the information, but instead uses a likelihood function calculated from a transformed set of data, so that nuisance parameters have no effect.
Art & Overview
Explore the main themes, entities and connections around Restricted maximum likelihood. Start with the topic map, then use the sections below for research and deeper semantic analysis.
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Browse the full topic structure. Each item opens a new analysis centered on that subject.
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Use these terms to understand the vocabulary surrounding the topic, not as a checklist for keyword stuffing.
reml estimation data likelihood variance mixed maximum approach particular estimates function calculated set parameters linear models statistical statistics contrasts unbiased
| Subject | Predicate | Object | Confidence | Src |
|---|---|---|---|---|
| MLwiN | instance of | as well as in more specialist packages | 0.80 | text |
| HLM | instance of | as well as in more specialist packages | 0.80 | text |
| ASReml | instance of | as well as in more specialist packages | 0.80 | text |
| BLUPF90 | instance of | as well as in more specialist packages | 0.80 | text |
| wombat | instance of | as well as in more specialist packages | 0.80 | text |
| Statistical Parametric Mapping | instance of | as well as in more specialist packages | 0.80 | text |
| CropStat.REML estimation is implemented in Surfstat | instance of | as well as in more specialist packages | 0.80 | text |
| a Matlab toolbox for the statistical analysis of univariate | instance of | as well as in more specialist packages | 0.80 | text |
| multivariate surface | instance of | as well as in more specialist packages | 0.80 | text |
| volumetric neuroimaging data using linear mixed effects models | instance of | as well as in more specialist packages | 0.80 | text |
| random field theory | instance of | as well as in more specialist packages | 0.80 | text |
| but more generally in the fitlme package for modeling linear mixed effects models in a domain-general way | instance of | as well as in more specialist packages | 0.80 | text |
These clusters group vocabulary that occurs around closely connected concepts in the source material.
Bridges can reveal useful research angles that are easy to miss in a flat list of related terms.