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Encyclopedia > Design matrix

A design matrix is a matrix that is used in the certain statistical models, e.g., the general linear model. It can contain indicator variables (ones and zeros) that indicates group membership in an ANOVA and it represents the independent variables. The advantage with a design matrix is that it is able to represent a number of different experimental designs and statistical models, e.g., ANOVA, ANCOVA, and linear regression


Example

One-way ANOVA

Example with a one-way ANOVA with 3 groups and 7 observations. The first column in the design matrix models the grand mean of the ys, while the 3 remaining columns indicate the group membership of each observation. Here the first group consists of the 3 first observations and the next two groups each consist of two observations.


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The Design Matrix allows additional constraints to be placed on the real parameter estimates through the definition of the beta parameters, or to specify individual covariates to be included in the model.
Columns in the design matrix can also be labeled so that you can interpret the structure of the model both when the model is retrieved or viewing the beta parameter estimates.
Useful options for large, complicated design matrices are to Save the current design matrix to a dBase (DBF) file, edit the design matrix with a spreadsheet program, copy the design matrix to the clipboard from the spreadsheet, and then Paste the clipboard back into the design matrix.
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