ARC Colloquium - Kuldeep Meel - MediaSpace @ Georgia Tech

ARC Colloquium - Kuldeep Meel

views comments

Title: Distinct Elements in Streams: An Algorithm for the (Text) Book

Abstract: Given a data stream of m elements, the Distinct Elements problem is to estimate the number of distinct elements in the stream. Distinct Elements has been a subject of theoretical and empirical investigations over the past four decades resulting in space-optimal algorithms for it. However, all the current state-of-the-art algorithms are often difficult to analyze or impractical.

I will present a simple, intuitive, sampling-based space-efficient algorithm whose description and the proof are accessible to undergraduates with a knowledge of basic probability theory. In addition to the simplicity, the approach has significant theoretical and practical implications: our approach allowed us to resolve the open problem of (Discrete) Klee's Measure Problem in the streaming setting and build a state-of-the-art DNF counter in practice.

Tags

ARC Colloquium - Kuldeep Meel

Related Media