[Theory] [TTIC Talks] TODAY: 5/13 Research at TTIC: Ali Vakilian

Brandie Jones bjones at ttic.edu
Fri May 13 09:00:00 CDT 2022


*When:*          * Friday, May 13th at 12:30pm CT*


*Where:*         Talk will be given *live, in-person* at

                         TTIC, 6045 S. Kenwood Avenue

                         5th Floor, Room 530



*Virtually:*      via Panopto (Live Stream
<https://uchicago.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=5fcfc3ad-b681-4355-b6f9-ae910113a3fd>)
- *UPDATED*



*Who:*             Ali Vakilian, TTIC



*Title:*             Algorithm Design in the Machine Learning Era


*Abstract:    *I will discuss two directions in the design of algorithms:
"learning-based algorithms" and "fairness in algorithms".

First, I will describe the framework of “learning-based” algorithms. This
framework is inspired by the success of machine learning approaches and has
the following promise: when the input has "learnable" patterns, the
algorithm beats the performance of classical algorithms; otherwise, it
provides almost the same worst-case guarantees as the best existing
classical algorithms.

In the second part of my talk, I will overview my research on algorithmic
fairness. In particular, I will discuss recent developments and interesting
open questions in the study of fair clustering.



***********************************************************************************************

*Presence at TTIC requires being fully vaccinated for COVID-19 or having
a TTIC or UChicago-approved exemption. Masks are optional in all common
areas. Full visitor guidance available at ttic.edu/visitors
<http://ttic.edu/visitors>.*

***********************************************************************************************

*Research at TTIC Seminar Series*



TTIC is hosting a weekly seminar series presenting the research currently
underway at the Institute. Every week a different TTIC faculty member will
present their research.  The lectures are intended both for students
seeking research topics and advisors, and for the general TTIC and
University of Chicago communities interested in hearing what their
colleagues are up to.



*Brandie Jones *
*Administrative Assistant*
Toyota Technological Institute
6045 S. Kenwood Avenue
Chicago, IL  60637
www.ttic.edu
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