Junhyung Chang · 장준형

Junhyung Chang

PhD Student
Department of Statistics
University of Wisconsin–Madison

E-mail:   jchang243 at wisc dot edu
Address:   6175A Medical Sciences Center
  1300 University Ave, Madison, WI 53706

About: I am a third-year stat­istics PhD stu­dent at the Univ­ersity of Wisc­onsin–Mad­ison rece­iving acad­emic guid­ance from Prof­essor Joshua Cape.

Research interests: I study statis­tically and mathem­atically prin­cipled methods of dimens­ionality reduc­tion and struc­ture disc­overy for high-dimens­ional and comp­lex data. My rese­arch draws upon tools from matrix analy­sis, multiv­ariate stat­istics, asymp­totic the­ory, ran­dom mat­rix theory and numer­ical lin­ear alg­ebra.

News

  • July 2025 - New arXiv preprint on extreme value asymptotics for singular subspace estimation.

Upcoming events

Curriculum Vitae

Bio

Employment

  • Teaching/Research Assistant, Deptartment of Statistics, UW–Madison, Aug. 2022–Present
  • Teaching Assistant, Courant Institute, NYU, Aug. 2020–May 2022

Education

  • Ph.D. Statistics, University of Wisconsin–Madison, in progress
  • M.S. Mathematics, New York University, 2022
  • B.S. Mathematics & B.A. Economics, Yonsei University, 2020

Research

Preprints

  • Junhyung Chang and Joshua Cape.
    Extreme value theory for singular subspace estimation in the matrix denoising model.
    Submitted.
    [arXiv]

Activities

Attended events

  • Student Poster Competition, Wisconsin Chapter of the American Statistical Association, Madison, WI.
    Nov. 2024. Poster title: Extreme Value Theory for Singular Subspace Estimation in the Mat­rix Deno­ising Model
  • Random Matrix Theory Summer School, University of Michigan, Ann Arbor, MI.
    June 2024.
  • IRSA Conference: New Perspectives on the Analysis of Complex Multivariate Data, Minneapolis, MN.
    May 2024. Poster title: A Spectral Embedding Test for Signal Structure in the Matrix Denoising Model

Honors & Awards

  • 2025 Summer Research Fellowship, Department of Statistics, UW–Madison.
  • Poster Award, Student Poster Competition, Wisconsin Chapter of the American Statistical Association.
    November 2024.
  • Poster Award, Institute for Research in Statistics and its Applications (IRSA) Conference.
    May 2024.
  • TA Award, Department of Statistics, UW–Madison, 2022–'23 academic year.
    Honorable Mention, Outstanding Performance as a TA for Gateway courses.

Teaching

As Teaching Assistant:
Data Science Modeling I STAT 240 UW–M 25S
Introduction to Time Series STAT 349 UW–M 24F
Data Science Modeling II STAT 340 UW–M 24S, 23F
Introductory Applied Statistics for Engineers STAT 324 UW–M 23S, 22F
Math For Economics II MATH-UA 212 NYU 22S
Linear Algebra MATH-UA 140 NYU 21F
Math For Economics MATH-UA 211 NYU 21S, 20F

© 2025 Junhyung Chang. Last updated: 2025-07-29.