Question #64236

Let X be a normal random variable with its mean equal to 65 and
standard deviation equal to 12. Find the probabilities for normal
distribution.

1)p(x>48)

2)p(35<x<43)

3)p(x<37)
1

Expert's answer

2016-12-20T13:07:09-0500

Answer on Question #64236 – Math – Statistics and Probability Question

Let XX be a normal random variable with its mean equal to 65 and standard deviation equal to 12. Find the probabilities for normal distribution.

1) P(X>48)P(X > 48)

2) P(35<X<43)P(35 < X < 43)

3) P(X<37)P(X < 37)

Solution

Let ξ\xi be a standard normal random variable.

Then

1) If E(X)=65E(X) = 65, sd(X)=12sd(X) = 12, then


P(X>48)=P(ξ>486512)=P(ξ>1.42)=1Φ(1.42)=10.0778=0.9222.P(X > 48) = P\left(\xi > \frac{48 - 65}{12}\right) = P(\xi > -1.42) = 1 - \Phi(-1.42) = 1 - 0.0778 = 0.9222.


Here Φ(z)\Phi(z) is the standard normal cumulative distribution function of ξ\xi. The value of Φ(z)\Phi(z) can be found using statistical tables

(for example, see https://homes.cs.washington.edu/~jrl/normal_cdf.pdf).

2) P(35<X<43)=P(356512<ξ<436512)=P(2.5<ξ<1.83)=P(35 < X < 43) = P\left(\frac{35 - 65}{12} < \xi < \frac{43 - 65}{12}\right) = P(-2.5 < \xi < -1.83) =

=Φ(1.83)Φ(2.5)=0.03360.0062=0.0274.= \Phi(-1.83) - \Phi(-2.5) = 0.0336 - 0.0062 = 0.0274.


3) P(X<37)=P(ξ<376512)=P(ξ<2.33)=Φ(2.33)=0.0099.P(X < 37) = P\left(\xi < \frac{37 - 65}{12}\right) = P(\xi < -2.33) = \Phi(-2.33) = 0.0099.

Answer:

1) P(X>48)=0.9222P(X > 48) = 0.9222.

2) P(35<X<43)=0.0274P(35 < X < 43) = 0.0274.

3) P(X<37)=0.0099P(X < 37) = 0.0099.

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