We perform a smoothed analysis of the condition number of rectangular
matrices. We prove that, asymptotically, the expected value of this condition
number depends only of the elongation of the matrix, and not on the center and
variance of the underlying probability distribution.
The 17th of the problems proposed by Steve Smale for the 21st century asks
for the existence of a deterministic algorithm computing an approximate
solution of a system of $n$ complex polynomials in $n$ unknowns in time
polynomial, on the average, in the size $N$ of the input system. A partial
solution to this problem was given by Carlos Beltran and Luis Miguel Pardo who
exhibited a randomized algorithm doing so. In this paper we further extend this
result in several directions. Firstly, we exhibit a linear homotopy algorithm
that efficiently implements a non-constructive idea of Mike Shub.