[net.math] probability problem

sinclair@aero.ARPA (William S. Sinclair) (10/24/85)

I will send $20.00 to the first person to give the answer.  The problem is:
We select n points from a 2-dimensional uniform distribution, say {0 to 1}
in both x and y. Now we form the convex hull of these, and it will contain
k of the points. What is the probability that k of the n points will be on
the convex hull?

Hint: if n=3, p(k,n)=1.0
Also, as n goes to infinity, the expected value for k goes up like sqrt(n).

Bill S.
Go ahead and flame! I brought marshmallows!!
213/647-1753

P. S. The answers will be checked by a Monte Carlo simulation. You must include
the dervation of your formula.

tedrick@ernie.BERKELEY.EDU (Tom Tedrick) (10/27/85)

>We select n points from a 2-dimensional uniform distribution, say {0 to 1}
>in both x and y. Now we form the convex hull of these, and it will contain
>k of the points. What is the probability that k of the n points will be on
>the convex hull?

Ouch! Offhand that looks like a hard research problem
(worth more than $20). Has it been solved previously
by anyone?

  -Tom

raghavan@ernie.BERKELEY.EDU (Prabhakar Raghavan) (11/01/85)

In article <511@aero.ARPA> sinclair@aero.UUCP (William S. Sinclair) writes:

>We select n points from a 2-dimensional uniform distribution, say {0 to 1}
>in both x and y. Now we form the convex hull of these, and it will contain
>k of the points. What is the probability that k of the n points will be on
>the convex hull?
>
>Hint: if n=3, p(k,n)=1.0
>Also, as n goes to infinity, the expected value for k goes up like sqrt(n).

The latter hint is incorrect.  Bentley, Kung, Schkolnick and
Thompson (JACM 1978) showed that the expected number of points
on the hull is O(log n) for a large class of distributions on
the unnit square including the uniform distribution.
In d-dimensions, it's O(log**d-1  n).
The expected value O(sqrt(n)) holds when the points are uniformly
distributed in a circle (I vaguely recall that the result is due
to Renyi and somebody else).  Intuitively, the corners in the square
allow a few points to `dominate' a large number of the other points,
resulting in fewer points on the hull; in a circle, no such corners
exist.

More recently, Luc Devroye of McGill Univ Computer Science has
shown that the variance of the number of points on the hull
(uniform on a square case) is O(log**2  n).  Thus, with very
high probability, the number of points on the hull is O(log n).
I don't have a published reference for this, although I've read
an unpublished manuscript.  (For those that are interested,
Devroye also showed that for points uniformly distributed in a
d-dimensional hypercube, the variance is O(log**(2d-2) n) ).
The significance of the result of Bentley &al is that there
are convex hull algorithms that can be proved to run in
expected linear time.    .... Prabhakar Raghavan

sarwate@uicsl.UUCP (11/01/85)

The answer to this and related questions can be found in the book "Computational
Geometry" by F. P. Preparata and M. I. Shamos (Springer-Verlag, 1985), and the
references cited there.

bdm@anucsd.anu.OZ (Brendan McKay) (01/06/86)

If your turing machines (sorry, brains) have not been permanently blown  
by thinking too much about polar bears, you might like to try your hands
at a *real* problem.  The first correct solution, with justification,
will merit a prize of $1.  (That's all I can afford, but think of the
fame, glory, etc.!)

A standard 52-card pack is dealt at random to 4 players.  13 cards each.
What is the probability that each player has at least 2 cards in each suit?

Don't bother replying if your answer is not between 20% and 21%.


Brendan McKay.
Computer Science Dept., Australian National University, GPO Box 4, ACT 2601,
Australia.

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carl@aoa.UUCP (Carl Witthoft) (01/08/86)

In article <505@anucsd.anu.OZ> bdm@anucsd.anu.OZ (Brendan McKay) writes:
>
>A standard 52-card pack is dealt at random to 4 players.  13 cards each.
>What is the probability that each player has at least 2 cards in each suit?
>
>Don't bother replying if your answer is not between 20% and 21%.
>
Booooooooooooooooring!