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Thread: Distance between two random variables

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    Will power vvaann 's dreams are becoming reality. vvaann's Avatar
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    Distance between two random variables

    Let x and y be uniformly distributed, independent random variables on [0, 1]. The probability that the distance between x and y is less than 1/2 is

    A. 1/4
    B. 1/3
    C. 1/2
    D. 2/3
    E. 3/4

    Answer key:
    SPOILER: E
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    Within my grasp! matroid radiates success. matroid's Avatar
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    Re: Distance between two random variables

    Try to "visualize" it in a geometric probability space. (I tried to draw it here in"ASCII-art" using Courier font, but it didnt work. ) You can draw a unit square, each point corresponds to a random (x, y) pair. The "good" points are between the following lines:

    y=x+1/2
    y=x-1/2

    (Because |x-y|=1/2 is what we need.) The area of the "good" points is 3/4.

    Hope it's understandable, sy might draw a real figure...

    Cheers, Md.

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    Re: Distance between two random variables

    Great explanation, matroid.
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    Re: Distance between two random variables

    Wheew, I'm glad that the message "got through" despite the absence of the figure and my command of English...

    Md.

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    Re: Distance between two random variables

    I still dont get this one. Matroid, could you please elaborate on your explanation a little more. Thanks

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    Within my grasp! matroid radiates success. matroid's Avatar
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    Re: Distance between two random variables

    Sorry, I'm still not ready with the figure...

    So, let's see what we can do : imagine a 1*1 (unit) square, each point of which represents a random (x, y) pair - that is, instead of picking 2 random numbers independently from [0,1] u can pick a random point from this square.

    What we are looking for, is the probability of abs(x-y) < 1/2, which means: we have to calculate the measure of those (x, y) points of the square which satisfy the condition abs(x-y) < 1/2. These points are between the two lines given below. If you really draw the square and the two lines you should immeadiately see that 1/4 part of the square is "outside" the lines (two right triangles in the upper left and lower right corner are "cut off" - these are the "bad points"). The remaining 3/4 part of the square are the "good points", so the prob. we are looking for is exactly 3/4.

    I'm sorry, I feel that I wrote practically the same as I did before... but I can't really put it in another way.

    Still in the hope it helps, cheers,

    Md.

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    Re: Distance between two random variables

    Matroid, great, great !!!
    I will try to do it using integral calculus.

    Did you take the GRE math test ?

    Keep in touch...

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    Eager! TokaBoy just joined TestMagic.
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    Re: Distance between two random variables

    Ok I got it using integral!

    Just draw a line segment [0, 1]
    Put the point x between 0 and 1/2 (due to the symetry, we will just get the value for 0 to 1/2, and we will multiply by 2 to get the total).
    What is the probability that the distance between x and y is less than 1/2 :
    - If y is at the right of x, we have p(x)*p(y) = dx * 1/2
    - If y is at the left of x, we have p(x)*p(y) = dx * x
    Nowing that :
    - the probability for x to be at the position x is p(x)=dx, the differential increment
    - the probability for y to be at the right of x is that y is between x and x+1/2, p(y)=1/2
    - the probability for y to be at the left of x is that y is between 0 and x, p(y)=x

    Thus, the sum is dx * ( x +1/2 )

    So the total is I = 2 * Integral [ (x+1/2) * dx], x:0->1/2
    I = 3/4

    I guess, it is a little bit complex, but I'm use to that kind of integral solutions.

    Keep in touch

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    Re: Distance between two random variables

    If you prefer integral calculus than elementary geometry, I have no objections to your solution. I think, you practically did same calculations to mine using a more formal method.

    To answer your question: yes, I have already taken the GRE math test. I've got 92%, and I'm still waiting for my first admit.

    You'll surely have better luck,

    Md.

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    Re: Distance between two random variables

    ??? you got 92% and no admits yet? did you only apply to top 5 schools?

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