Many modeling procedures provide options in their CLASS statements (or in other statements) which allow you to specify reference levels for categorical predictor variables. PROC GLM Contrasted with Other SAS Procedures ... Categorical Data Analysis ... a missing value in one dependent variable does not eliminate the observation from the analysis for other dependent variables. Consider a study of the analgesic effects of treatments on elderly patients with neuralgia. CLASS Variable Parameterization: Consider a model with one classification variable A with four levels, 1, 2, 5, and 7. See the discussion of the FORMAT procedure in the Base SAS Procedures Guide, and the discussions of the FORMAT statement and SAS formats in SAS Language Reference: Dictionary. Now treat is my categorical variable and age my continuous variable.
Method 1 uses a type of coding we will call "contrast coding" while method 2 uses a type of coding we will call "regression coding". The nesting operator in PROC GLM is more a notational convenience than an operation distinct from crossing. When a categorical variable is used as an explanatory variable in a regression model, the procedure generates dummy variables that are used to construct a design matrix for the model. Overview: GLM Procedure.
By default PROC GLM uses alphabethical ordering to determine the reference category, therefore in my case "low" is the reference category. If a categorical variable contains k levels, the GLMMOD procedure creates k binary dummy variables. The simplest way to create dummy variables is by using the GLMMOD procedure, which can produce a basic design matrix with GLM encoding.The GLM encoding is a singular parameterization in which each categorical variable is represented by k binary variables, where k is the number of levels in the variable. Nested effects are characterized by the property that the nested variables never appear as main effects. Example 51.2 Logistic Modeling with Categorical Predictors.
You can specify only one MODEL statement (in contrast to the REG procedure, for example, which allows several MODEL statements in the same PROC REG run). MANOVA requests the multivariate mode of eliminating observations with missing values. Details of the possible choices for the PARAM= option follow. Any variables that are not listed on the CLASS statement are assumed to be continuous. Or, conversely, if you are running a regression and you have a categorical predictor like gender, you could include it into the regression model and it runs. The problem is that as you add variables, then the effects of other variables will change (unless the added variable is orthogonal to the variables already in the model). SAS and R each have simple ways to do this without explicitly creating new variables. The GLMMOD procedure uses a syntax that is identical to the MODEL statement in PROC GLM, so it is very easy to use to create interaction effects. Details of the possible choices for the PARAM= option follow. order=internal : When formats are applied to a variable, SAS will by default reorder the levels of the variable in the alphabetic order of the formats. The process of forming columns in a design matrix is called
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