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Q: Standard deviation of the multinomial distribution of Bernoulli variables? ( Answered,   4 Comments )
Question  
Subject: Standard deviation of the multinomial distribution of Bernoulli variables?
Category: Science > Math
Asked by: mariane0-ga
List Price: $4.00
Posted: 06 Jun 2005 12:09 PDT
Expires: 06 Jul 2005 12:09 PDT
Question ID: 530009
Binomial distribution:

N = number of trials
p = number of positive outcomes
q = number of negative outcomes = 1 - p
P(X) = probability of X in N positive answers
P(X) = (N! / (X! (N - X)!)) * ((p/N)^X) * ((q/N)^(N - X))
variance = sqrt (N * (p/N) * (q/N))


Multinomial Distribution

N = number of trials
p1 = number of outcomes which are of class 1
p2 = number of outcomes which are of class 2
(...)
pm = number of outcomes which are of class m

P(X1, X2, ..., Xm) =
probability of getting X1 outcomes of class 1 and
X2 outcomes of class 2, ..., and Xm outcomes of class m.

P(X1, X2, ..., Xm) = (N! / Product(p1! * p2! * ... * pm!))
* ((p1/N)^X1) * ((P2/N)^X2) * ... * ((Pm/N)^Xm)

This is an m+1 dimentional bell shaped surface. 
(Though in practice only points corresponding to integer 
values of X1, ... Xm exist). 

Please, what is it's variance and standard deviation?

Thank you.
Answer  
Subject: Re: Standard deviation of the multinomial distribution of Bernoulli variables?
Answered By: mathtalk-ga on 06 Jun 2005 19:01 PDT
 
Hi, mariane0-ga:

Because the multinomial distribution has, presumably in contrast to a
binomial distribution, more than two possible outcomes, it becomes
necessary to treat the "expected value" (mean) of the distribution as
a vector quantity, rather than a single "scalar" value.

Similarly the appropriate notion of "variance" is a square matrix,
which is called the covariance matrix.

The diagonal entries of this matrix can be interpreted in terms of the
individual "binomial" outcomes (eg. red vs. not red), and the
off-diagonal entries in terms of corresponding pairs of binomial
probabilities.

See here for a concise summary:

[Multinomial distribution -- Wikipedia]
http://en.wikipedia.org/wiki/Multinomial_distribution

What this entails for the analog of "standard deviation" is a bit
harder to decide without more information about the intended
application.  If the outcomes are not "categorical" but instead
quantitative outcomes, then we can total all the N trials and come up
with a single number, which amounts to a sum of binomially distributed
random variables.

I would gladly provide further details, if that is what you have in mind.


regards, mathtalk-ga
Comments  
Subject: Re: Standard deviation of the multinomial distribution of Bernoulli variables?
From: mariane01-ga on 07 Jun 2005 04:54 PDT
 
Hi mathtalk. 

Thank you very much for your answer, I'm trying to pay you. 
My old credit card has been replaced by a new one, which has the 
same number but an expiry date of 04:08 instead of 04:05. 
I tried updating my details but it says "Unable to process your 
request, please try again later". 

I tried several times. If you have any kind of priviledge access 
to google database, maybe you could do it. 

I think I might have hit some kind of security preventing people 
from modifying their credit information while some payement is pending, 
in order to avoid paying. Unfortunately, it is also preventing me 
from entering the correct expiry date! 

I feel bad about this, as I really would hate cheating you. Please 
tell me what you want me to do. 

Mary
Subject: Re: Standard deviation of the multinomial distribution of Bernoulli variables?
From: mathtalk-ga on 07 Jun 2005 07:02 PDT
 
Hi, Mary:

I appreciate your concern, but actually you don't need to do anything
to pay me.  The credit card on file with Google Answers will be
charged at the end of the month or whenever the amounts reach some
threshold.  In any case the amount you've offered will most likely
wind up being charged to your account regardless of the new expiration
date on the card.

Let me know if you need Clarification about the categorical vs.
quantitative outcomes mentioned above.

regards, mathtalk-ga
Subject: Re: Standard deviation of the multinomial distribution of Bernoulli variables?
From: mariane01-ga on 07 Jun 2005 07:50 PDT
 
Oh good. I'll wait to see what happens at the end of the 
month then. 

If you don't mind, I'll tell you whether I need any clarification 
once I've read the wikipedia. Their server is down for 
maintenance until 21:00 UTC, it says. 

regards, 

Mary
Subject: Re: Standard deviation of the multinomial distribution of Bernoulli variables?
From: mariane01-ga on 12 Jun 2005 13:29 PDT
 
Hi Mathtalk, 

I finally got round to looking up the formula, and yes, it's 
what I needed, thank you very much. 

I am now trying to pay you... I copy-pasted below my dialog 
with google answer support, I don't know whether you'll find 
it funny or infuriating, though... 

You're very welcome to close the question and attempt to collect 
your money. Please let me know if you succeed at Mariane at no-log 
dot org. 

Best regards, 

Mary 




Hello,

Thank you for your reply. We will look into this matter further.

Sincerely,

The Google Answers Team

Original Message Follows:
------------------------

Thank you for your answer, but this is unacceptable as I ow
money to mathtalk-ga, who has been really helpful to me and
is rightly expecting to be paid for his trouble.

The only thing which is needed in order for him to get paid
is updating my credit card expiry date. Please do it,
manually if necessary.

Mary


Answers-Support@google.com wrote:

>> Hello Mary,
>>
>> Thank you for your reply. Unfortunately, you may be unable to continue
>> using the Google Answers service.
>>
>> Sincerely,
>>
>> The Google Answers Team
>>
>> Original Message Follows:
>> ------------------------
>> Thank you for your reply.
>>
>> I only have one credit card. What should I do?
>>
>> Mary
>>
>>
>> Answers-Support@google.com wrote:
>>
>
>>>>Hello,
>>>>
>>>>Thank you for your email. We are sorry you are experiencing this
>>>>difficulty. We recommend that you try a different credit card.
>>>>
>>>>Sincerely, 
>>>>
>>>>The Google Answers Team
>>>>
>>>>Original Message Follows:
>>>>------------------------
>>>>Hi,
>>>>
>>>>I'm user "mariane0-ga".
>>>>
>>>>My old credit card has been replaced by a new one, which has
>>>>the same number but an expiry date of 04:08 instead of 04:05.
>>>>
>>>>I had already typed that, and I thought it had been taken
>>>>into account and saved in the database.
>>>>
>>>>Unfortunately, the database has now reverted to an expiry date
>>>>of april 2005, so of course it doesn't work.
>>>>
>>>>Now when I try to update my details, it says "Unable to process
>>>>request, please try again later", but I've tried at least 10
>>>>times.
>>>>
>>>>This is all the more embarrassing as I ow money to a researcher
>>>>who has been really helpful.
>>>>
>>>>Please help.
>>>>
>>>>Mary, "mariane0-ga"
>>>>

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