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Modeling and Multivariate Methods - SAS

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194 Fitting Generalized Linear Models Chapter 6<br />

Platform Comm<strong>and</strong>s<br />

Since the Prob>Chisq is less than 0.05, we have evidence that there is a difference in satellite attraction<br />

based on color.<br />

Inverse Prediction is used to predict an X value, given specific values for Y <strong>and</strong> the other X variables. This<br />

can be used to predict continuous variables only. For more details about Inverse Prediction, see “Inverse<br />

Prediction” on page 70 in the “Fitting St<strong>and</strong>ard Least Squares Models” chapter.<br />

Covariance of Estimates produces a covariance matrix for all the effects in a model. The estimated<br />

covariance matrix of the parameter estimator is given by<br />

Σ = -H -1<br />

where H is the Hessian (or second derivative) matrix evaluated using the parameter estimates on the last<br />

iteration. Note that the dispersion parameter, whether estimated or specified, is incorporated into H. Rows<br />

<strong>and</strong> columns corresponding to aliased parameters are not included in Σ.<br />

Correlation of Estimates produces a correlation matrix for all the effects in a model. The correlation matrix<br />

is the normalized covariance matrix. That is, if σ ij is an element of Σ, then the corresponding element of the<br />

correlation matrix is σ ij /σ i σ j , whereσ i<br />

= σ ii<br />

Profiler brings up the Profiler for examining prediction traces for each X variable. Details on the profiler are<br />

found in “The Profiler” on page 93 in the “Fitting St<strong>and</strong>ard Least Squares Models” chapter.<br />

Contour Profiler brings up an interactive contour profiler. Details are found in “Contour Profiler” on<br />

page 577 in the “Visualizing, Optimizing, <strong>and</strong> Simulating Response Surfaces” chapter.<br />

Surface Profiler brings up a 3-D surface profiler. Details of Surface Plots are found in the “Plotting<br />

Surfaces” chapter on page 535.

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