Question

In: Statistics and Probability

Decade Sample Cat 3-5 Hurricanes 1851-1860 1 6 1861-1870 2 1 1871-1880 3 7 1881-1890 4...

Decade Sample Cat 3-5 Hurricanes
1851-1860 1 6
1861-1870 2 1
1871-1880 3 7
1881-1890 4 5
1891-1900 5 8
1901-1910 6 4
1911-1920 7 7
1921-1930 8 5
1931-1940 9 8
1941-1950 10 10
1951-1960 11 8
1961-1970 12 6
1971-1980 13 4
1981-1990 14 5
1991-2000 15 5
2001-2010 16 7

What is the mean, mode, median, range?

Statistical analysis of the above data reveals a confidence interval of 1.10652102+/- the mean.
What are the upper and lower confidence limits?
Suppose 10 hurricanes were to occur this decade.  Based on the 95%CI, what is the probability
of such an occurrence?
Based on statistical theory of the normal distribution, what conclusion can you draw?

Solutions

Expert Solution

First of all we need to obtain sample mean and sample variance from the given sample of 16 observations:

sample mean = (6+1+7+5+8+4+5+7+8+10+8+6+4+5+5+7)/16 = 96/16 = 6

sample variance = (36+1+49+25+64+25+49+64+100+64+36+16+25+25+49)/16 - 6*6 = 644/16 - 36 = 40.25-36 = 4.25

Now,

The upper and lower confidence limit is : 1.10652102 +/- mean = (6-1.10652102, 6+1.10652102) = (4.8935, 7.1065)

If 10 hurricane were to occur, mu = 10

Null Hypothesis : 10 hurricanes to occur this year

Alternate Hypothesis : hurricanes not equal to 10, mu = 10

Level of significance = 5% ( CI 95% )

Z = |x_bar- mu|/sqrt(sample variance/n) , sqrt : square root

Z = (6-10)/sqrt(4.25/16) = 4/0.515 = 7.77

Probability of such occurrence = 0.000 , using normal table

also 95% CI are , x_bar +/- (Zcritical)*sqrt(sample variance/n) , sqrt : square root

n = 16, sample variance = 4.25 , Zcritical at 95% CI is 1.96

95% CI : 6 +/- (1.96*sqrt(4.25/16)) = (6 - 0.515*1.96, 6 + 0.515*1.96) = (6 - 1.01, 6 + 1.01) = (4.99, 7.01)

now, using criteria, reject H0 if Z > Zcritical

or Z (7.77) > Zcritical (1.96)

Hence we reject H0

this decade hurricanes will not be 10


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