Il-youp Kwak

Assistant Professor at Chung-Ang University

South Korea
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Summary

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Senior
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Il-youp Kwak is an Assistant Professor of Applied Statistics at Chung-Ang University with 12 years of experience bridging academic research and industry practice. He develops statistical methods and software for AI security, biostatistics, and large-scale real-world data, with prior roles at Samsung Electronics and research positions at the University of Minnesota. His work spans gene- and pathway-based association testing, single-cell RNA-seq methodology, and practical tool-building to ensure methods are adoptable by other researchers. Trained with a Ph.D. in Statistics from the University of Wisconsin–Madison and degrees from Korea University, he combines deep theoretical grounding with hands-on software development. Notably, he emphasizes deployable solutions for complex enterprise and bio-data, reflecting a rare blend of applied statistics and production-minded engineering. Based in South Korea, he maintains an active online presence (ikwak2.github.io) to share methods and code.
code12 years of coding experience
job3 years of employment as a software developer
bookDoctor of Philosophy (Ph.D.), Statistics, Doctor of Philosophy (Ph.D.), Statistics at University of Wisconsin-Madison
bookMaster's degree, Statistics, Master's degree, Statistics at Korea University
languagesKorean, English
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Github Skills (18)

r-package10
genetic10
sum10
image-reconstruction7
bioconductor6
electrophysiology6
bioinformatics5
simulation4
sequencing4
rna-seq4
python2
machine-learning1
pytorch1
notebook1
jupyter1

Programming languages (1)

R

Github contributions (5)

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ikwak2/ikwak2.github.io

Apr 2019 - Mar 2025

Contributions:423 pushes, 1 branch in 6 years
ikwak2/aSPU

Oct 2014 - Jun 2021

An R package for adaptive sum of powered score test(ASPU) in genetic association studies.
Contributions:192 commits, 1 PR, 287 pushes in 6 years 10 months
r-packageassociation-studiesassociationgeneticadaptive
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Il-youp Kwak - Assistant Professor at Chung-Ang University