[Colloquium] Theory Seminars at Computer Science
Donna Brooms
donna at cs.uchicago.edu
Wed May 27 15:46:10 CDT 2015
Combinatorics & Theoretical Computer Science Seminar
Shmuel Weinberger
University of Chicago
Tuesday, June 2, 2015
3:00 pm
Ryerson 251
Title: “Manifold learning, complexity, random fields and disordered solids”
Abstract: Manifold learning is devoted to finding geometric structure in high dimensional data (with a goal towards exploiting this structure in further analyses). After a rapid overview of some of this area, I will show how there are some phase transitions in (sample, Kolmogorov and logical) complexity for a few toy problems due to dimension or singularities. Two responses to this problem come via the theory of Gaussian random fields or via a variation of the theory of property testability in graph theory (that has already been partially developed by theoretical physicists e.g. for understanding quasicrystals and semiconductors at low temperatures).
Host: Prof. Razborov
(Refreshments will be served prior to the talk in Ry. 255 @ 2:30 p.m. )
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