scalation / analytics

ScalaTion Analytics Ontology
MIT License
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hasDistribution object property #14

Closed mvnural closed 9 years ago

mvnural commented 9 years ago

It says here http://stats.stackexchange.com/a/57285 that the regression models do not make any assumptions of the distributions of any variable. Does the distributions of the variables matter in any way for choosing an optimal model? I wonder if having an object property hasDistribution with a domain Variable and range Distribution makes any sense.

mepcotterell commented 9 years ago

Regression models make an assumption about the distribution of a model's residual/error term. There are some assumptions made about the variables (e.g., their domain of discourse, the non-collinearity of samples, etc.).

mepcotterell commented 9 years ago

Something we might want to look into is whether or not the variables are "fixed effects" or "random effects."