Speaker: Siddhartha Jain
Title: Communication Complexity and Big Data - An Introduction
Abstract: Communication Complexity is a relatively new but very successful field of Complexity Theory. Streaming/Sketching algorithms are also a recent focus of interest to deal with problems involving Big Data - where the input is so large we cannot hope to store it in working memory. This talk will introduce both these fields. But we will then focus on how they relate to each other! Lower bounds in communication complexity help us prove lower bounds for Streaming algorithms, and we will see an example of this by proving that F_{\infty} has a linear lower bound by reducing it to Disjointness. F_{\infty} is a problem in the Frequency Moment Estimation family, an important topic in Streaming.
Venue: A006
Time: 1:30 - 2:30 pm, 04 October 2019