Publications | Kisung You

Publications

library(yaml)
Warning: package 'yaml' was built under R version 4.5.2
escape_html <- function(x) {
  x <- as.character(x)
  x <- gsub("&", "&amp;", x, fixed = TRUE)
  x <- gsub("<", "&lt;", x, fixed = TRUE)
  x <- gsub(">", "&gt;", x, fixed = TRUE)
  x <- gsub('"', "&quot;", x, fixed = TRUE)
  x
}

has_value <- function(x) {
  !is.null(x) && length(x) > 0 && !is.na(x) && nzchar(as.character(x))
}

field <- function(x, name, default = "") {
  if (has_value(x[[name]])) x[[name]] else default
}

fmt_authors <- function(authors) {
  if (is.null(authors) || length(authors) == 0) return("")
  authors <- ifelse(authors == "me", "<strong>KY</strong>", escape_html(authors))
  paste(authors, collapse = ", ")
}

fmt_links <- function(p) {
  links <- c()

  if (has_value(p$published_url)) {
    links <- c(links, sprintf("<a href='%s'>[paper]</a>", escape_html(p$published_url)))
  }
  if (has_value(p$preprint)) {
    links <- c(links, sprintf("<a href='%s'>[preprint]</a>", escape_html(p$preprint)))
  }
  if (has_value(p$github)) {
    links <- c(links, sprintf("<a href='%s'>[code]</a>", escape_html(p$github)))
  }

  if (length(links) == 0) return("")
  paste0("<span class='pub-links'>", paste(links, collapse = " "), "</span>")
}

print_pub <- function(p) {
  title <- escape_html(field(p, "title"))
  authors <- fmt_authors(p$authors)
  venue <- escape_html(field(p, "venue"))
  year <- field(p, "year")
  links <- fmt_links(p)

  cat("<div class='pub'>\n")
  cat(sprintf("<div class='pub-title'>%s %s</div>\n", title, links))

  if (nzchar(authors)) {
    cat(sprintf("<div class='pub-authors'>%s</div>\n", authors))
  }

  if (nzchar(venue)) {
    if (has_value(year)) {
      cat(sprintf("<div class='venue'>%s, %s.</div>\n", venue, year))
    } else {
      cat(sprintf("<div class='venue'>%s.</div>\n", venue))
    }
  }

  cat("</div>\n\n")
}

pubs <- yaml::read_yaml("list_publication.yaml")
Warning in readLines(file, warn = readLines.warn): incomplete final line found
on 'list_publication.yaml'
pubs <- pubs[order(sapply(pubs, function(x) as.numeric(field(x, "year", 0))), decreasing = TRUE)]

groups <- list(
  preprint = "Preprints",
  journal = "Journal articles",
  conference = "Conference papers",
  technical = "Technical reports"
)

for (flag in names(groups)) {
  items <- Filter(function(x) identical(field(x, "flag"), flag), pubs)
  if (length(items) == 0) next

  cat(sprintf("\n## %s\n\n", groups[[flag]]))

  if (flag == "preprint") {
    visible <- head(items, 8)
    hidden <- if (length(items) > 8) items[9:length(items)] else list()

    for (p in visible) print_pub(p)

    if (length(hidden) > 0) {
      cat("<details><summary>show more</summary>\n\n")
      for (p in hidden) print_pub(p)
      cat("</details>\n\n")
    }
  } else {
    years <- sort(unique(sapply(items, function(x) as.numeric(field(x, "year", NA)))), decreasing = TRUE)
    years <- years[!is.na(years)]

    for (yr in years) {
      cat(sprintf("\n### %s\n\n", yr))
      these <- Filter(function(x) as.numeric(field(x, "year", NA)) == yr, items)
      for (p in these) print_pub(p)
    }
  }
}

Preprints

Fast Computation of Free-Support Wasserstein Medians [preprint]
KY, Mauro Giuffrè, Dennis Shung
Barycentric Projections of Optimal Transport Plans on Riemannian Manifolds [preprint]
KY
Density Evolution: A Multiscale View of Density Estimation [preprint]
KY
Scale-Calibrated Median-of-Means for Robust Distributed Principal Component Analysis [preprint]
KY
Scale selection for geometric medians on product manifolds [preprint]
KY
Intrinsic effective sample size for manifold-valued Markov chain Monte Carlo via kernel discrepancy [preprint]
KY
Profile Likelihood Inference for Anisotropic Hyperbolic Wrapped Normal Models on Hyperbolic Space [preprint]
KY
Quotient-Based Posterior Analysis for Euclidean Latent Space Models [preprint]
KY, Mauro Giuffrè
show more
On Heterogeneity in Wasserstein Space [preprint]
KY
Finite Mixture Modeling with Riemannian Gaussian Distributions on Hyperbolic Space [preprint]
KY
A Particle-Flow Algorithm for Free-Support Wasserstein Barycenters [preprint]
KY

Journal articles

2026

Learning over von Mises-Fisher Distributions via a Wasserstein-like Geometry [paper] [preprint] [code]
KY, Dennis Shung, Mauro Giuffrè
Statistics and Computing, 2026.
Antiplatelet Resumption Timing in Post-Percutaneous Coronary Intervention Gastrointestinal Bleeding [paper]
Darrick Li, Yuan Pu, Yihang Liu, KY, Michael Nanna, Alyssa Harris, Joseph Sung, Loren Laine, Dennis Shung
Alimentary Pharmacology & Therapeutics, 2026.
Geometric medians on product manifolds [paper] [preprint]
Jiewon Park, KY
Journal of Multivariate Analysis, 2026.

2025

On the Wasserstein median of probability measures [paper] [preprint]
KY, Dennis Shung, Mauro Giuffrè
Journal of Computational and Graphical Statistics, 2025.
Expert of Experts Verification and Alignment (EVAL) Framework for Large Language Models Safety in Gastroenterology [paper]
Mauro Giuffrè, KY, Ziteng Pang, Simone Kresevic, Sunny Chung, Ryan Chen, Youngmin Ko, Colleen Chan, Theo Saarinen, Milos Ajcevic, Lory Crocè, Guadalupe Garsia-Tsao, Ian Gralnek, Joseph Sung, Alan Barkun, Loren Laine, Jasjeet Sekhon, Bradly Stadie, Dennis Shung
npj Digital Medicine, 2025.
Scalable geometric learning with correlation-based functional brain networks [paper] [preprint] [code]
KY, Yelim Lee, Hae-Jeong Park
Scientific Reports, 2025.
Usability and adoption in a randomized trial of GutGPT a GenAI tool for gastrointestinal bleeding [paper]
Sunny Chung, Mauro Giuffrè, Niroop Rajashekar, Yuan Pu, Yeo Eun Shin, Simone Kresevic, Colleen Chan, Shinpei Nakamura-Sakai, KY, Theo Saarinen, Allen Hsiao, Ambrose Wong, Leigh Evans, Terika McCall, Rene Kizilcec, Jasjeet Sekhon, Loren Laine, Dennis Shung
npj Digital Medicine, 2025.

2024

Systematic review: The use of large language models as medical chatbots in digestive diseases [paper]
Mauro Giuffrè, Simone Kresevic, KY, Johannes Dupont, Jack Huebner, Alyssa Grimshaw, Dennis Shung
Alimentary Pharmacology & Therapeutics, 2024.
Bayesian Optimal Two-sample Tests for High-dimensional Gaussian Populations [paper] [preprint]
Kyoungjae Lee, KY, Lizhen Lin
Bayesian Analysis, 2024.
Adoption of a gastroenterology hospitalist model and the impact on inpatient endoscopic practice volume: a controlled interrupted time-series analysis [paper]
Dennis Shung, Darrick Li, KY, Kenneth Hung, Loren Laine, Michelle Hughes
iGIE, 2024.
Detection of Gastrointestinal Bleeding with Large Language Models to Aid Quality Improvement and Appropriate Reimbursement [paper]
Neil Zheng, Vipina Keloth, KY, Daniel Kats, Darrick Li, Ohm Deshpande, Hamita Sachar, Hua Xu, Loren Laine, Dennis Shung
Gastroenterology, 2024.
Predicting response to non-selective beta-blockers with liver–spleen stiffness and heart rate in patients with liver cirrhosis and high-risk varices [paper]
Mauro Giuffrè, Johannes Dupont, Alessia Visintin, Flora Masutti, Fabio Monica, KY, Dennis Shung, Lory Crocè, The NSBB-Elasto-Response-Prediction Group
Hepatology International, 2024.
Optimizing large language models in digestive disease: strategies and challenges to improve clinical outcomes [paper]
Mauro Giuffrè, Simone Kresevic, Nicola Pugliese, KY, Dennis Shung
Liver International, 2024.
Validation of an Electronic Health Record–Based Machine Learning Model Compared With Clinical Risk Scores for Gastrointestinal Bleeding [paper]
Dennis Shung, Colleen Chan, KY, Shinpei Nakamura, Theo Saarinen, Neil Zheng, Michael Simonov, Darrick Li, Cynthia Tsay, Yuki Kawamura, Matthew Shen, Allen Hsiao, Jasjeet Sekhon, Loren Laine
Gastroenterology, 2024.

2023

Single-cell analysis reveals inflammatory interactions driving macular degeneration [paper]
Manik Kuchroo, Marcello DiStasio, Eric Song, Eda Calapkulu, Le Zhang, Maryam Ige, Amar Sheth, Abdelilah Majdoubi, Madhvi Menon, Alexander Tong, Abhinav Godavarthi, Yu Xing, Scott Gigante, Holly Steach, Jessie Huang, Guillaume Huguet, Janhavi Narain, KY, George Mourgkos, Rahul Dhodapkar, Matthew Hirn, Bastian Rieck, Guy Wolf, Smita Krishnaswamy, Brian Hafler
Nature Communications, 2023.
Evaluating ChatGPT in Medical Contexts: The Imperative to Guard Against Hallucinations and Partial Accuracies [paper]
Mauro Giuffrè, KY, Dennis Shung
Clinical Gastroenterology and Hepatology, 2023.

2022

Parameter estimation and model-based clustering with spherical normal distribution on the unit hypersphere [paper] [preprint] [code]
KY, Changhee Suh
Computational Statistics and Data Analysis, 2022.
Rdimtools: An R package for Dimension Reduction and Intrinsic Dimension Estimation [paper] [preprint] [code]
KY, Dennis Shung
Software Impacts, 2022.
Learning Subspaces of Different Dimensions [paper] [preprint] [code]
Brian St. Thomas, KY, Lizhen Lin, Lek-Heng Lim, Sayan Mukherjee
Journal of Computational and Graphical Statistics, 2022.
Geometric learning of functional brain network on the correlation manifold [paper] [code]
KY, Hae-Jeong Park
Scientific Reports, 2022.

2021

Re-visiting Riemannian geometry of symmetric positive definite matrices for the analysis of functional connectivity [paper] [code]
KY, Hae-Jeong Park
NeuroImage, 2021.

2020

Data transforming augmentation for heteroscedastic models [paper] [preprint]
Hyungsuk Tak, KY, Sujit K. Ghosh, Bingyue Su, Joseph Kelly
Journal of Computational and Graphical Statistics, 2020.

2019

Volume change pattern of decompression of mandibular odontogenic keratocyst [paper]
Jin Hoo Park, Eun-Jung Kwak, KY, Young-Soo Jung, Hwi-Dong Jung
Maxillofacial Plastic and Reconstructive Surgery, 2019.

2016

Vision-based detection of loosened bolts using the Hough transform and support vector machines [paper]
Young-Jin Cha, KY, Wooram Choi
Automation in Construction, 2016.

Conference papers

2024

Human-Algorithmic Interaction Using a Large Language Model-Augmented Artificial Intelligence Clinical Decision Support System [paper]
Niroop Rajashekar, Yeo Eun Shin, Yuan Pu, Sunny Chung, KY, Mauro Giuffrè, Colleen Chan, Theo Saarinen, Allen Hsiao, Jasjeet Sekhon, Ambrose Wong, Leigh Evans, Rene Kizilcec, Loren Laine, Terika McCall, Dennis Shung
CHI Conference on Human Factors in Computing Systems, 2024.

2023

On the Spherical Laplace Distribution [paper] [preprint]
KY, Dennis Shung
International Conference on Information Fusion (FUSION), 2023.
Assessing the Usability of GutGPT: A Simulation Study of an AI Clinical Decision Support System for Gastrointestinal Bleeding Risk [preprint]
Colleen Chan, KY, Sunny Chung, Mauro Giuffrè, Theo Saarinen, Niroop Rajashekar, Yuan Pu, Yeo Eun Shin, Loren Laine, Ambrose Wong, Rene Kizilcec, Jasjeet Sekhon, Dennis Shung
Machine Learning for Health (ML4H) Symposium, 2023.

2022

Network Distance Based on Laplacian Flows on Graphs [paper] [preprint] [code]
Dianbin Bao, KY, Lizhen Lin
IEEE International Conference on Big Data (Big Data), 2022.

Technical reports

2026

Constant Metric Scaling in Riemannian Computation [preprint]
KY

2025

Semantics at an Angle: When Cosine Similarity Works Until It Doesn’t [preprint]
KY

2023

PCA, SVD, and Centering of Data [preprint]
Donggun Kim, KY

2022

Comparing multiple latent space embeddings using topological analysis [preprint] [code]
KY, Ilmun Kim, Ick Hoon Jin, Minjeong Jeon, Dennis Shung

2021

Shape-Preserving Dimensionality Reduction : An Algorithm and Measures of Topological Equivalence [preprint]
Byeongsu Yu, KY