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ChuanYu版 - 万能船板: 问个概率分布问题啊
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1 (共1页)
n*******3
发帖数: 313
1
if X is a random variable with E(X), V(X). what is E(log X) and V(LogX)?
b*****n
发帖数: 3774
2
你是问lognorma的expectation和variance哇,随便一本stat的书都有,
E是e^(mu+1/2*theta)
V是(e^theta^2-1)e^(2mu+theta^2)
太难打了。你google一哈嘛。

【在 n*******3 的大作中提到】
: if X is a random variable with E(X), V(X). what is E(log X) and V(LogX)?
j*******g
发帖数: 2140
3
what is the distribution of X?

【在 n*******3 的大作中提到】
: if X is a random variable with E(X), V(X). what is E(log X) and V(LogX)?
n*******3
发帖数: 313
4
you don't know the distribution of X, not necessarily normal.

【在 b*****n 的大作中提到】
: 你是问lognorma的expectation和variance哇,随便一本stat的书都有,
: E是e^(mu+1/2*theta)
: V是(e^theta^2-1)e^(2mu+theta^2)
: 太难打了。你google一哈嘛。

s****r
发帖数: 2386
5
If you don't know the distribution of X, then I guess the best you can get
is some bound (I mean some inequalities, through Jensen).
n*******3
发帖数: 313
6
unknown dist of X. suppose density function f(X).
can we derive the analytical relationship between E(X) and E(logX), V(X) and
V(logX)?

【在 j*******g 的大作中提到】
: what is the distribution of X?
b*****n
发帖数: 3774
7
哦你要任何f(x)的分析解哇。

【在 n*******3 的大作中提到】
: you don't know the distribution of X, not necessarily normal.
A*L
发帖数: 2357
8
let me give it a shot
I think you may need to use the inverse function relation.
Assume log(x) = Y
To have E(Y), we need to have Y * {pdf of Y}
so now it is up to find pdf of Y.
exp(Y) = X
pdf of Y = (pdf of x) * (exp(Y))'
Now you get pdf of Y, you can get E and V.
Here is my help, and later please post your whole solution to let the
others, who may have interest, to read. Thank you!

【在 n*******3 的大作中提到】
: if X is a random variable with E(X), V(X). what is E(log X) and V(LogX)?
j*******g
发帖数: 2140
9
No. Depends on the distribution of X.
你必须要知道pdf of X 阿...

and

【在 n*******3 的大作中提到】
: unknown dist of X. suppose density function f(X).
: can we derive the analytical relationship between E(X) and E(logX), V(X) and
: V(logX)?

F***x
发帖数: 339
10
哇,川版真的是万能的。。。

【在 A*L 的大作中提到】
: let me give it a shot
: I think you may need to use the inverse function relation.
: Assume log(x) = Y
: To have E(Y), we need to have Y * {pdf of Y}
: so now it is up to find pdf of Y.
: exp(Y) = X
: pdf of Y = (pdf of x) * (exp(Y))'
: Now you get pdf of Y, you can get E and V.
: Here is my help, and later please post your whole solution to let the
: others, who may have interest, to read. Thank you!

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j*******g
发帖数: 2140
11
显然她想知道能不能只用E(X), 和V(X), 就把E(log(X)) V(log(X))表达出来.

【在 A*L 的大作中提到】
: let me give it a shot
: I think you may need to use the inverse function relation.
: Assume log(x) = Y
: To have E(Y), we need to have Y * {pdf of Y}
: so now it is up to find pdf of Y.
: exp(Y) = X
: pdf of Y = (pdf of x) * (exp(Y))'
: Now you get pdf of Y, you can get E and V.
: Here is my help, and later please post your whole solution to let the
: others, who may have interest, to read. Thank you!

j*******g
发帖数: 2140
12
If you know the pdf of X, assuming Y=f=log(x),
Pdf of y = f inverse substituted in pdf of X * derivative of f inverse.
f inverse is e^y here. so derivative of f inversse is still e^y
so you can integrate y*pdf of y and get the expression of expectation.
Finally, you need to connect what you get with expectation of x and variance
of x (when you know the pdf of x of course)

【在 j*******g 的大作中提到】
: No. Depends on the distribution of X.
: 你必须要知道pdf of X 阿...
:
: and

n*******3
发帖数: 313
13
The problem is that you only know the E(X), pdf(x) is uncertain. Only way we
can solve E(log(X)) is to built the mathematical relationship between E(
logX) and E(X).
. how can we solve pdf of Y = (pdf of x) * (exp(Y))'.

【在 A*L 的大作中提到】
: let me give it a shot
: I think you may need to use the inverse function relation.
: Assume log(x) = Y
: To have E(Y), we need to have Y * {pdf of Y}
: so now it is up to find pdf of Y.
: exp(Y) = X
: pdf of Y = (pdf of x) * (exp(Y))'
: Now you get pdf of Y, you can get E and V.
: Here is my help, and later please post your whole solution to let the
: others, who may have interest, to read. Thank you!

j*******g
发帖数: 2140
14
you really need to know pdf of x...probably u can get pdf of x from the
expression of E(x) and V(X)..

we

【在 n*******3 的大作中提到】
: The problem is that you only know the E(X), pdf(x) is uncertain. Only way we
: can solve E(log(X)) is to built the mathematical relationship between E(
: logX) and E(X).
: . how can we solve pdf of Y = (pdf of x) * (exp(Y))'.

n*******3
发帖数: 313
15
No analytical relationship?

【在 j*******g 的大作中提到】
: No. Depends on the distribution of X.
: 你必须要知道pdf of X 阿...
:
: and

A*L
发帖数: 2357
16
can we just fool around? assuming E(x^2), E(x^3) ... are known too?
hahaha, then we could use taylor expansion .......

【在 n*******3 的大作中提到】
: No analytical relationship?
n*******3
发帖数: 313
17
lol..... good thoughts. admire~
I was thinking of using central limit theorem....
twisting....

【在 A*L 的大作中提到】
: can we just fool around? assuming E(x^2), E(x^3) ... are known too?
: hahaha, then we could use taylor expansion .......

A*L
发帖数: 2357
18
乱整了,下午间了哈
E'(x) = x * p(x) => p(x)
put into the notation below
E'(y) = p(x)*exp(x)
then you could get E(Y) expressed by E(x) ....

【在 A*L 的大作中提到】
: can we just fool around? assuming E(x^2), E(x^3) ... are known too?
: hahaha, then we could use taylor expansion .......

n*******3
发帖数: 313
19
u think it can be approximately derived by using Delta method?

【在 j*******g 的大作中提到】
: you really need to know pdf of x...probably u can get pdf of x from the
: expression of E(x) and V(X)..
:
: we

A*L
发帖数: 2357
20
check our what I just said above

【在 n*******3 的大作中提到】
: u think it can be approximately derived by using Delta method?
相关主题
万能的船板啊, 哪吒用四川话啷个说耶?[万能的船板],啷个才能把口四口的大排骨砍成小坨坨?
【万能的船板啊】相机好像受潮了[万能的船板]在携程上订票用啥子信用卡好些呢?
【万能的船板】请大家帮忙投票 - 照片在第七楼。谢谢万能的船板。。。在dc 坐metro啊。。
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o****o
发帖数: 8077
21
I think so
\sqrt(n)[X-E(X)] \stackrel{D}{\rightarrow} N{0, V(X)}
by Delta method
\sqrt{n} [log(X)-log(E(X))] \stackrel{D}{\rightarrow}N{0, V(X)/(E(X))^2}
so
log(X) has asymptotically approximated mean log(E(X)) and variance
\frac{V(X)}{n E(X)^2}
correct me if I am wrong

【在 n*******3 的大作中提到】
: u think it can be approximately derived by using Delta method?
j*******g
发帖数: 2140
22
VAR (log(X))那里,分母上有一个n?
CV of X 在某些条件下可以约等于log(X)的方差。 所以不太理解你那个n。

【在 o****o 的大作中提到】
: I think so
: \sqrt(n)[X-E(X)] \stackrel{D}{\rightarrow} N{0, V(X)}
: by Delta method
: \sqrt{n} [log(X)-log(E(X))] \stackrel{D}{\rightarrow}N{0, V(X)/(E(X))^2}
: so
: log(X) has asymptotically approximated mean log(E(X)) and variance
: \frac{V(X)}{n E(X)^2}
: correct me if I am wrong

o****o
发帖数: 8077
23
yes, it is from the \sqrt{n} on the LHS

【在 j*******g 的大作中提到】
: VAR (log(X))那里,分母上有一个n?
: CV of X 在某些条件下可以约等于log(X)的方差。 所以不太理解你那个n。

s****1
发帖数: 170
24
With X only being restricted by its mean and variance, E[\log{X}] and V(\log
{X}) could be ANYTHING. It's fairly easy to construct such examples.

【在 n*******3 的大作中提到】
: if X is a random variable with E(X), V(X). what is E(log X) and V(LogX)?
o****o
发帖数: 8077
25
en, right
say X~U(0, 1)

log

【在 s****1 的大作中提到】
: With X only being restricted by its mean and variance, E[\log{X}] and V(\log
: {X}) could be ANYTHING. It's fairly easy to construct such examples.

1 (共1页)
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