Algorithms and Foundations for Data Science

(30 May 2022–10 Jun 2022)

Organizing Committee

 

Co-chairs

  • Yi Li  (Nanyang Technological University)
 
 

Contact Information

General Enquiries: ims-enquiry(AT)nus.edu.sg
Scientific Aspects Enquiries: yili(AT)ntu.edu.sg

Overview

The more data we have, the more data we need to process. Whether it is internet traffic or biological data, the hardware is never fast enough. The aim of this workshop is to focus on analysing data under new models: when the data cannot be stored (e.g., identifying viruses in the Internet traffic), when we use multiple cores to analyse the data, and when we are generating short sketches of the data to be sent and analysed by someone else. We believe a new set of algorithmic techniques (which rely mostly on statistics and on data structures) can be used in these models, and wish to find such techniques and employ them.

This workshop intends to bring together researchers working on algorithmic and mathematical aspects of modern data science, with the aim of identifying a set of core techniques and principles that form a foundation for the subject. Our emphasis will be on topics such as dimensionality reduction, randomized numerical linear algebra, probability in high dimensions, sparse recovery, streaming and sublinear-time algorithms.

Activities

Activities to be confirmed later.

TitleDateAbstract
Workshop30 May–10 June 2022View

Venue

Online

Poster

Speakers

  • Sepehr Assadi (Rutgers University, USA)
  • Ainesh Bakshi (Carnegie Mellon University, USA)
  • Petros Drineas (Purdue University, USA)
  • Dan Feldman (University of Haifa, Israel)
  • Anna Gilbert (Yale University, USA)
  • Mohammad Taghi Hajiaghayi (University of Maryland, USA)
  • Rajesh Jayaram (Google Research NYC, USA)
  • Shaofeng Jiang (Peking University, China)
  • Michael Kapralov (EPFL, Switzerland)
  • Rasmus Kyng (ETH Zurich, Switzerland)
  • Yi Li (Nanyang Technological University, Singapore)
  • Michael W. Mahoney (University of California, Berkeley, USA)
  • Andrew Mcgregor (University of Massachusetts Amherst, USA)
  • Cameron Musco (University of Massachusetts Amherst, USA)
  • Christopher Musco (New York University, USA)
  • Jelani Nelson (University of California, Berkeley, USA)
  • Huy Le Nguyen (Northeastern University, USA)
  • Rasmus Pagh (University of Copenhagen, Denmark)
  • Ely Porat (Bar-Ilan University, Israel)
  • Eric Price (University of Texas at Austin, USA)
  • Chris Schwiegelshohn (Aarhus University, Denmark)
  • David P. Woodruff (Carnegie Mellon University, USA)
  • Qin Zhang (Indiana University Bloomington, USA)
  • Samson Zhou (Carnegie Mellon University, USA)

Registration

Click here to register

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