justin eldridge

is an assistant teaching professor in the data science program at UC San Diego.

email
jeldridge@eng.ucsd.edu
office
SDSC 210E (2nd floor of Supercomputer Center)
office hours
  • Thursdays, 2:00 p.m. — 4:00 p.m.
teaching
In Fall 2019, I am teaching DSC 40A and DSC 40B.
publications
  • Unperturbed: spectral analysis beyond Davis-Kahan.
    J. Eldridge, M. Belkin, Y. Wang.
    ALT 2018
    arXiv
  • Graphons, mergeons, and so on!
    J. Eldridge, M. Belkin, Y. Wang.
    NIPS 2016 — Oral presentation (top ~2% of submissions)
    arXiv | video of talk | 4 minute "movie trailer"
  • Beyond Hartigan Consistency: Merge Distortion Metric for Hierarchical Clustering.
    J. Eldridge, M. Belkin, Y. Wang.
    COLT 2015 — Mark Fulk award for best student paper
    arXiv
  • Robust features for the automatic identification of autism spectrum disorder in children.
    J. Eldridge, A.E. Lane, M. Belkin, S. Dennis.
    Journal of Neurodevelopmental Disorders, 2014
    pdf
talks
  • Clustering Correctly
    Delivered November 13, 2017 at Tulane University.
    slides
  • Graphons, mergeons, and so on!
    Delivered December 13, 2016 at DIBRIS, Genoa.
    slides
  • Graphons, mergeons, and so on!
    Delivered December 6, 2016 at NIPS 2016, Barcelona.
    slides | video of talk | 4 minute "movie trailer"
  • Graphons, mergeons, and so on!
    Delivered June 18, 2016 at WoGaML, Boston
    slides
  • Beyond Hartigan Consistency
    Delivered July 4, 2015 at COLT 2015, Paris
    slides
  • What do we seek in a hierarchical clustering?
    Delivered May 13, 2015 in the AI Seminar at The Ohio State University
    slides
dissertation
Clustering Consistently | pdf