question archive Consider the table below
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Consider the table below. Construct a confidence for the mean predicted when X=7 at the 0.10 level significance. *
X 5, 3, 6, 3, 4, 4, 6, 8
Y 13, 15,7,12,13,11, 9, 5
The 90 % confidence interval for predicted value of Y when X=7 is ( 3.1911, 10.6533).
Step-by-step explanation
First of all we will estimate the linear regression line for the given data.
The equation of linear regression line is,
?y=β0?+β1?∗x+??
??β1?=n∗∑x2−(∑x)2n∗∑xy−∑x∗∑y????
???β1?=8∗211−(39)28∗378−39∗85???
?β1?=−1.7425?
?β0?=y??−β1?∗x??
?β0?=10.625+1.7425∗4.875?
?β0?=19.1198?
Thus the estimated regression line is,
?y^?=19.1198−1.7425∗x?
The estimated value of y when x = 7 is,
?y^?=19.1198−1.7425∗7?
?y^?=6.9222?
The confidence interval for the predicted values is given by,
?y^?±tcritical?∗Se??
?tcritical?=? ?t0.10,6?? = 1.94318
And,
?Se?=Syx?∗1+1/n+SSx?(x0?−x?)2???
???Se?=1.6579∗1+1/8+20.875(7−4.875)2?????
?Se?=1.9201?
6.9222 ?±? 1.94318 * 1.9201
?
Thus 90 % confidence interval for predicted value is ( 3.1911, 10.6533).
please see the attached file for the complete solution.