7. Now we must choose, said Mercier.
Between What? said Camier.
Between ruin and collapse, said Mercier.
Could we not somehow combine them? said
Camier.
Samuel Beckett, Mercier and Camier.
8. Yes, we can!
Pascalâs view - study
collections of events.
9. The program:
Play a game (âthrow the diceâ)
Figure out what the typical outcome is.
See if the outcome you have gotten is actually
typical (âare the dice loaded?â)
11. Extended example
What does an integer matrix look like?
Or, more generally, what does a collection of
integer matrices look like?
12. Make it a little more
preciseâŠ
(with apologies to semigroup theorists): groups
are easier for us peasants, so
Take a lattice in some nice group (SL(n, Z),
Sp(2n, Z) come to mind).
13. Pick a random matrix
How???
Since the group is infinite, not so easy, so need
to approximate infinity.
14. Pick a random matrix
One method: our groups are finitely generated,
so take random words of length N, see what
properties they have, and does anything
interesting happen when N goes to infinity.
15. Pick a random matrix
Another method: matrices are just NxN tuples of
real (or complex, if you prefer) numbers, so you
can define their size (as elements of some
Euclidean space), so pick them uniformly at
random from balls of size N.
16. WARNING!
Seemingly hard problem: how DO you pick a random
INTEGER matrix uniformly at random from all the matrices of
bounded norm.
IR: 2014(!) (Math. Comp., to appear): there are approximation
algorithms which work well in low dimensions (using lattice
reduction).
But high dimensions (and general groups) remain hard.
18. First result
The characteristic polynomial of a ârandomâ
matrix is irreducible (over Q).
(Just like a ârandomâ polynomial with integral
coefficients)
(But not like a random integer)
19. Can make it better
The Galois group of the characteristic
polynomial is the full symmetric group (with
probability approaching 1 exponentially fast in N)
(Both results: IR 2008, DMJ)
20. Are the dice loaded?
In other words, can we compute the Galois
group?
21. Are the dice loaded?
In general, computing Galois group is hard!
However, checking that it is equal to a âlargeâ
group like the symmetric group is easier.
22. Now move to the âeven more
noncommutativeâ setting
Take a bunch of ârandomâ matrices in (say)
SL(n, Z).
What can we say about the group they
generate?
23. How do we roll the dice?
Now itâs easy, we just do it separately for each
matrix.
Although we can do it for some of the matrices,
and leave others fixed - the results are more-or-less
the same.
24. And?
A ârandomâ finitely generated subgroup is Zariski-dense
(satisfies no âspuriousâ polynomial relation).
(IR 2010)
A random finitely generated subgroup is a free
group (R. Aoun 2012)
A random finitely generated subgroup is infinite
index in the ambient lattice.
25. Are the dice loaded?
In other words, how do we check that our
random subgroup hasâgenericâ behavior?
WellâŠ
26. Are the dice loaded?
Zariski-density - can be checked quickly(ish) (IR
2014) - check that some element has Galois
group Sn, and there there is an element of
infinite order which does not commute with it.
27. Are the dice loaded?
Is the group infinite index?
In higher rank (so, SL(n, Z), for n>2:
conjecturally undecidable, though there are
tricks which work in some special cases.
28. Are the dice loaded?
In rank one, can show (Elena Fuchs + IR) under
technical conditions that the Hausdorff
dimension of the limit set goes to 0, and this is
(at least in principle) computable.
29. Are the dice loaded?
Checking that the group is free - again, seems to
be undecidable, but who can sayâŠ
In rank 1, can construct the Dirichlet domain, so
the computation is finite, but no complexity
bounds!
30. Just the beginning
Random graphs? (much studied, but still lots of very interesting
questions are completely open).
Random surfaces? (see above, and also below)
Random 3-manifolds? (a lot known, see IR 2014, but not really
understood.
Random n-manifolds? (completely open)
Random varieties? (exciting progress recently of Sarnak/Wigman,
but totally open).