Large Structures Seminar: Yaroslav Shitov
This talk is part of the AScI Thematic program "Challenges in Large Geometric Structures and Big Data" seminar. Check out our upcomning talks at https://aaltoscienceinst.github.io/lsbdseminar/.
Where: | AScI lounge (TUAS 3161) |
When: | 22.06.2015 @ 11.15 |
Speaker: | Yaroslav Shitov National Research University Higher School of Economics |
Title: | A geometric view on nonnegative matrix factorizations |
Let F be an ordered field and A a nonnegative matrix over F (that is, a matrix whose entries are all nonnegative). The nonnegative rank of A is the smallest k such that A=BC, for some nonnegative matrices B and C of sizes mxk and kxn, respectively.
Nonnegative factorizations are important for applications in optimization, statistics, quantum mechanics, and other branches of mathematics. In this talk, I will describe the geometric characterization of nonnegative rank, explain why it is useful in optimization, and discuss some new techniques and results. Namely, I will show that
(i) the nonnegative ranks of A with respect to F and some field containing F can be different, and
(ii) every convex n-gon is a projection of a polytope with o(n) facets.