Consider $n$ points generated randomly and uniformly on a unit square. What is the expected value of the area (as a function of $n$) enclosed by the convex hull of the set of points?
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9
3
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17
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Update: By a result of Buchta (Zufallspolygone in konvexen Vielecken, Crelle, 1984; available on digizeitschriften.de) there is a general formula for this expected value, it is
The paper contains in fact a more general result, where the problem is solved for any convex $m$-gon; not just the square. For asymtotics see other answer(s). -- Old version (highly incomplete and wrong guess) For $n=3$ the expected value is $11/144$ and for $n=4$ it is $11/72$. This information is taken from a somewhat recent paper (2004) by Johan Philip where the respective distribution functions are studied in detail. I did not see any mention of exact values for other small values of $n$ there (the asymptocic result given already is mentioned though), so they might be unknown. |
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Let $A$ be the expected area. Then: $$\lim_{n \rightarrow \infty} \frac{n}{\ln n} (1 - A) = \frac{8}{3} \;.$$ This can be found in many places, e.g., this MathWorld article. [Updated with comparisons between the above formula
(Asymp) and the exact formula (Exact) found by quid.]
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For any convex set $K$ in dimension $d$ with volume $V(K)$, it is aymptotically $$V(K)-\frac{T(K)}{(d+1)^{d-1}(d-1)!}n^{-1}ln(n)^{d-1}+O(n^{-1}ln(n)^{d-2}ln(ln(n)))$$ (see {New perspectives in stochastic geometry} by W. Kendall and I. Molchanov, p. 49) where $T(K)$ is the number of "flags", i.e. of sequences $f_0\subset f_1 \subset ... \subset f_{d-1}$ where $f_i$ is an $i$-dimensional facet. There is an abundant literature for random convex hulls and if you're interested there might be an exact closed formula for the square. |
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