Randomized Algorithms (Spring 2010)/Balls and bins

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Revision as of 06:22, 15 January 2010 by imported>WikiSysop (→‎Random Variables and Expectations)
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Random Variables and Expectations

What do we mean by the sentence "[math]\displaystyle{ X }[/math] is a random variable"? I guess most os us just imagine that [math]\displaystyle{ X }[/math] is like a random dice whose value is ranging over a set [math]\displaystyle{ R }[/math] of values, and [math]\displaystyle{ X }[/math] is randomly equal to some element of [math]\displaystyle{ R }[/math], like we saying that "[math]\displaystyle{ X }[/math] is distributed over [math]\displaystyle{ R }[/math]".

While this intuition is quite convenient for us and works most of times, we need a more formal definition of random variables

Linearity of Expectation

Balls-into-bins model

The coupon collector problem

Deviation bounds

Markov's inequality

Chebyshev's inequality

The coupon collector revisited

The [math]\displaystyle{ k }[/math]-Median Problem