In: Statistics and Probability
Let X be a standard normal random variable so that X N(0; 1).
For this problem you may
want to refer to the table provided on Canvas. Recall, that (x)
denotes the standard normal
CDF.
(a) Find (1:45).
(b) Find x, such that (x) = 0:4.
(c) Based on the fact that (1:645) = 0:95 nd an interval in which X
will fall with 95%
probability.
(d) Find another interval (dierent from the one in (c)) into which
X will fall with 95% prob-
ability. Hint you may want to consider the symmetric properties of
the standard normal
distribution.
(e) Find an interval with lower bound -1.9 into which X will fall
with 95% probability.
(f) Find an interval with upper bound 2.1 into which X will fall
with 95% probability.
(g) Among all possible intervals into which X falls with 95%
probability, nd the shortest one.
Answer:
Let X be a standard normal random variable so that X N(0; 1).
For this problem you may want to refer to the table provided on Canvas. Recall, that (x) denotes the standard normal CDF.
Referring z - score table:
(a).
(b).
(c).
Since,
Interval where 95% of values falls is
(d).
There are infinite number of intervals where X falls with probability is 0.95
One of them is
(-1.96, 1.96)
which happens to be the smallest interval.
(e).
Let (-1.9,k1) be the interval, with lower bound -1.9, in which X will fall with 95% probability.
So, we have
P(-1.9<X<k1)=0.95
(=cdf of z)
(Since, )
(From normal table values)
So, the required interval is =(-1.9,2.028)
(f).
Let (k2,2.1) be the interval, with upper bound 2.1, in which X will fall with 95% probability.
So, we have
P(k2<X<2.1)=0.95
So, the required interval is =(-1.851,2.1)