Suppose X1were a continuous predictor, and F is a factor with three levels, represented by two dummy variables X2with values equal to 1 for the second level of F and X3with values equal to 1 for the third level of F. The response is Y. Consider three mean functions:
includes an additional unknown parameter δ that may need to be estimated. All of these mean functions specify that for a given level of F the plot of E(Y|X1, F) is a straight line, but in each the slope and the intercept changes. For each of these three mean functions, determine the slope(s) and intercept(s), and on a plot of Y on the vertical axis and X1 on the horizontal axis, sketch the three fitted lines. The model (5.21) is a generalization of (5.20). Because of the extra parameter δ that multiplies some of the βs, this is a nonlinear model; see Saw (1966) for a discussion.
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