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1~4. A psychiatrist wants to know whether the level of pathology (Y) in psychotic patients 6 months after treatment can be predicted with reasonable accuracy

1~4. A psychiatrist wants to know whether the level of pathology (Y) in psychotic patients 6 months after treatment can be predicted with reasonable accuracy from knowledge of pretreatment symptom ratings of thinking disturbance (X1) and hostile suspiciousness (X2).The SAS output is given bellow.

Number of Observations Read 53
Number of Observations Used 53
Analysis of Variance
Source DF Sum of Squares Mean Square F Value Pr>F
Model 2 2753.87136 1376.93568 6.24 0.0038
Error 50 11037 220.74597
Corrected Total 52 13791
Root MSE 14.85752 R-Square 0.1997
Dependent Mean 22.69811 Adj R-Sq 0.1677
Coeff Var 65.45708
Parameter Estimates
Variable DF Parameter Estimate Standard Error tValue Pr>|t|
Intercept 1 -0.63535 20.96833 -0.03 0.9759
x1 1 23.45144 6.83851 3.43 0.0012
x2 1 -7.07261 3.01092 -2.35 0.0228

1.Write the least square equation given parameter estimate table

2.Calculate the predict value Y if X1=2.80 and X2=7.0

3. Is the overall model significant? Write the null and alternative hypothesis, F- value and conclusion. Explain.

4. Sums of squares are shown next for three regression models. Determine the R2- values for each of these models. If you use R2 and model simplicity as selection criteria, which model appears to be the best?

Y regress on X1: SSY = 13 791.2 SSE=12,255.3

Y regress on X2: SSY= 13.791.2 SSE=13,633.3

Y regress on X1 and X2: SSY = 13 791.2 SSE=11,037.3

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