[Theory] 12/16 TTIC Colloquium: Nikhil Bansal, University of Michigan
Mary Marre via Theory
theory at mailman.cs.uchicago.edu
Mon Dec 9 19:23:38 CST 2024
*When:* Monday, December 16, 2024 at* 11:30** am** CT *
*Where: *Talk will be given *live, in-person* at
TTIC, 6045 S. Kenwood Avenue
5th Floor, Room 530
*Virtually:* *via panopto: **livestream*
<https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=99c36a24-7e58-430d-aeef-b242001316be>
*Who: * Nikhil Bansal, University of Michigan
*Title:* Quasi-Monte Carlo Integration and Discrepancy
*Abstract: *A classical approach to numerically integrating a function f is
using Monte Carlo (MC) methods. Here, one evaluates f at random points and
the estimation error scales as \sigma(f)/n^{1/2} with n samples, where
\sigma(f) is the standard deviation of f. A different approach, widely used
in practice, is using quasi-Monte Carlo (QMC) methods, where f is
evaluated at carefully chosen deterministic points and the error scales
roughly as 1/n. Both methods have distinctive advantages and shortcomings,
and a key question has been to find a method that combines the advantages
of both.
In this talk, I will introduce the fascinating area of QMC methods and
their connections to various areas of mathematics and to geometric
discrepancy. I will then show how recent developments in algorithmic
discrepancy theory can be used to give a method that combines the benefits
of MC and QMC methods, and even improves upon previous QMC approaches in
various ways.
The talk will be completely self-contained and elementary, and no prior
knowledge of either discrepancy or integration is required. Based on joint
work with Haotian Jiang (U. Chicago).
*Host: **Avrim Blum* <avrim at ttic.edu>
Mary C. Marre
Faculty Administrative Support
*Toyota Technological Institute*
*6045 S. Kenwood Avenue, Rm 517*
*Chicago, IL 60637*
*773-834-1757*
*mmarre at ttic.edu <mmarre at ttic.edu>*
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