Log-normal probability distribution A commonly used distribu- tion in probability and statistics is the log-normal distribution. (If the logarithm of a variable has a normal distribution, then the variable itself has a log-normal distribution.) The distribution function is 1 In'z/(20), for x 0, Xơ V2T f(x) where In x has zero mean and standard deviation o > 0. a. Graph f for o =5, 1, and 2. Based on your graphs, does lim f(x) appear to exist? b. Evaluate lim f(x). (Hint: Let x = e'.) c. Show that f has a single local maximum at x* = e¯". d. Evaluate f(x*) and express the result as a function of o. e. For what value of o > 0 in part (d) does f(x*) have a 2' minimum?

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Log-normal probability distribution A commonly used distribu-
tion in probability and statistics is the log-normal distribution.
(If the logarithm of a variable has a normal distribution, then the
variable itself has a log-normal distribution.) The distribution
function is
1
In'z/(20), for x 0,
Xơ V2T
f(x)
where In x has zero mean and standard deviation o > 0.
a. Graph f for o =5, 1, and 2. Based on your graphs, does
lim f(x) appear to exist?
b. Evaluate lim f(x). (Hint: Let x = e'.)
c. Show that f has a single local maximum at x* = e¯".
d. Evaluate f(x*) and express the result as a function of o.
e. For what value of o > 0 in part (d) does f(x*) have a
2'
minimum?
Transcribed Image Text:Log-normal probability distribution A commonly used distribu- tion in probability and statistics is the log-normal distribution. (If the logarithm of a variable has a normal distribution, then the variable itself has a log-normal distribution.) The distribution function is 1 In'z/(20), for x 0, Xơ V2T f(x) where In x has zero mean and standard deviation o > 0. a. Graph f for o =5, 1, and 2. Based on your graphs, does lim f(x) appear to exist? b. Evaluate lim f(x). (Hint: Let x = e'.) c. Show that f has a single local maximum at x* = e¯". d. Evaluate f(x*) and express the result as a function of o. e. For what value of o > 0 in part (d) does f(x*) have a 2' minimum?
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