作者Inosxz (加麦加麦)
看板NCCU_Exam
标题[试题] 1022 丁兆平 统计学 期末考
时间Sat Jul 5 16:20:13 2014
课程名称:统计学
课程性质:整开
课程范围:主要以期中考後为主,i.e., Chapters 14 - 18.
开课教师:丁兆平
开课学院:商学院
开课系级:统计系
考试日期(年月日):2014/6/24
考试时限(Mins):120 min
附注:
所有检定均需写出 H0, H1, α, Test Statistic, Rejection Region or p-value,
and Conclusion.
试题本文:
1. The administrator of a new paralegal program at Seagate Technical College
wants to estimate the grade point average in the new program. He thought
that high school GPA, the verbal score in the Scholastic Aptitude Test
(SAT), and the mathematics score on the SAT would be good predictors of
paralegal GPA. The data on nine students are:
Student High School GPA SAT Verbal SAT Math Paralegal GPA
1 3.25 480 410 3.21
2 1.80 290 270 1.68
. . . . .
. . . . .
9 2.63 469 440 2.33
a. Write out the regression equation (or the model). (5 pts)
b. Consider the following correlation matrix. Which variable has the
strongest correlation with the dependent variable? Some of the
correlations among the independent variables are strong. Does this
appear to be a problem? (5 pts)
p-gpa h-gpa verbal
h-gpa 0.911
verbal 0.616 0.609
math 0.487 0.636 0.599
c. Consider the following output. Compute the coefficient of multiple
determination. (5 pts)
The regression equation is
P-GPA = -0.411 + 1.20 H-GPA + 0.00163 Verbal - 0.00194 Math
Predictor Coef SE Coef T P
Constant -0.411 0.7823 -0.53 0.622
H-GPA 1.2014 0.2955 4.07 0.010
Verbal 0.001629 0.002147 0.76 0.482
Math -0.001939 0.002074 -0.94 0.393
Analysis of Variance
SOURCE DF SS MS F P
Regression 3 4.3595 1.4532 10.33 0.014
Residual Error 5 0.7036 0.1407
Total 8 5.0631
d. Conduct a global test of hypothesis from the preceding output. Does
it appear that any of the regression coefficients are not equal to zero?
Let α =0.05. (10 pts)
e. Conduct a test of hypothesis on each independent variable. Would you
consider eliminating the variables "verbal" and "math"? Let α = 0.05.
(10 pts)
2. The health of the construction industry is often an indication of the
health of the economy. The data (in 1000) below show the number of bricks
produced of quarter for 2005 to 2011.
Quarter
-----------------------------------------------------------------
Year I II III IV
2005 210 180 60 246
2006 214 216 82 230
2007 246 228 91 280
2008 258 250 113 298
2009 279 267 116 304
2010 302 290 114 310
2011 321 291 120 320
a. Determine the typical seasonal patterns for sales using the
ratio-to-moving method. (15 pts)
b. Deseasonalize the data and determine the trend equation. (15 pts)
c. Project the brick production for 2012, and then seasonally adjust
each quarter. (5 pts)
3. The accompanying data refers to concentration of the radioactive
isotope strontium-90 in milk samples obtained from five randomly
selected dairies in each of four different regions.
Region
----------------------------------------------------------------------
1 2 3 4
----------------------------------------------------------------------
6.4 7.1 5.7 9.5
5.8 9.9 5.9 12.1
6.5 11.2 8.2 10.3
7.7 10.5 6.6 12.4
6.1 8.8 5.1 11.7
Test at level 0.1 to see whether the stronitium-90 concentration is the
same for all four regions. (15 pts)
4. Each individual in a random sample of high school and college students was
cross classified with respect to both political views and clubbing
frequencies, resulting in the data displayed in the accompanying two-way
table. Does the data support the hypothesis that political views and
clubbing frequencies are independent? Test the appropriate hypothesis
using level of significance 0.01. (15 pts)
Clubbing Frequency
Never Rarely Frequently
Political | Liberal 479 173 120
views | Conservative 214 47 15
| Other 172 45 85
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