Youjin Lee (이유진)
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Applied Mathematics, Computational Neuroimaging
Theme: Representation and Quantification under Data Constraints
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Applied Mathematics, Computational Neuroimaging
Theme: Representation and Quantification under Data Constraints
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Postdoctoral Associate, Department of Neurology, Weill Cornell Medicine
코넬대 웨일의과대학 신경과 박사후 연구원
Appointment
Postdoctal Associate in Department of Neurology, Weill Cornell Meidicne, New York, New York, United States (Oct 01 2025-Present)
Investigator: Dr. Susan A. Gauthier, Co-Mentor: Dr. Thanh D. Nguyen (Department of Radiology)
Pre-Doctoral Special Volunteer in Laboratory of Neuroimaging, National Institute on Alcohol Abuse and Alcoholism, National Institutes of Health, Bethesda, Maryland, United States (Jun 05 2023–Dec 04 2023)
Investigator: Dr. Nora D. Volkow, Lab Mentor: Dr. Sunny (Sung Won) Kim (Preclinical Team), Research Mentor: Dr. Yeona Kang
(In Korea) Conducted literature reviews on PET imaging and deep learning–related research.
Participated in lab meetings, gained multidisciplinary insight to the PET workflow—from radiotracer synthesis and animal studies to image acquisition and analysis—reviewed PET quantification studies, and presented on kinetic modeling.
Conducted research on supervised clustering algorithms and delivered a final presentation summarizing research outcomes.
Education
Ph.D. in Mathematics (Applied Mathematics), Pusan National University (Busan, Korea), Mar 2020 - Aug 2025
Advisor: Prof. Hyun-Min Kim
Ph.D. Dissertation: Integration of Data-Driven and Modality-Informed Methods for Enhancing Medical Image Analysis
M.Sc. in Mathematical Modelling in Engineering, MathMods (Erasmus Mundus Joint Master Degree Programme from the European Union), Sep 2016-Sep 2018
1st Semester: University of L'Aquila (L'Aquila, Italy)
2nd Semester: University of Hamburg (Hamburg, Germany)
2nd Year: Autonomous University of Barcelona (Barcelona, Spain)
B.S. in Mathematics Education, Pusan National University (Busan, Korea), Mar 2010-Feb 2014
Graduated with highest honor (Summa Cum Laude)
Research Experience
Graduate Intern in Biomedical Mathematics Group, Institute for Basic Science, Daejeon, Korea (Dec 26 2022–Jan 20 2023)
Investigator: Prof. Jae Kyoung Kim
Presented own research topic and actively engaged with group members by discussing their research, exchanging ideas, and inquiring about areas of personal interest.
Attended invited lectures and participated in journal club activities.
Student Researcher in FFM Industrial Mathematics Center on Big Data, Pusan National University, Busan, Korea (Mar 2020–Feb 2022)
Investigator: Prof. Hyun-Min Kim and Prof. Sangil Kim
Participated in machine learning and deep learning projects analyzing biomedical datasets for clinical laboratory optimization and lung disease classification.
Applied industrial and applied mathematics to education and software development: contributed to the Korean translation of "Linear Algebra and Learning from Data" by Gilbert Strang, developed industrial mathematics instructional materials for middle and high school, and designed mathematical model–based GUI tools for simulation and visualization.
Grant
Abbreviations
NRF: National Research Foundation of Korea
Research Subsidies for Ph.D. Candidates (박사과정생연구장려금지원), NRF (Sep 2024 - Aug 2025) - PI
Title: Estimating Parametric Map of Dynamic PET Brain Imaging Using Physics-Informed Neural Networks
Grant to support the creative and challenging ideas related to doctoral dissertation research: No. RS-2024-00412412
Women’s S&E Graduate Student US Visitation Program (한국 이공계 여성대학원생 미국연수프로그램), NRF(Dec 2022 - Nov 2023) (Link) - PI
Title: Developing a Voxel-based Deep Learning Model for Diagnosis of Neurodegeneration Diseases by Using Dynamic PET Brain Imaging
Grant funded by NRF (the Korean government) for US visitation: No. 2022K1A3A1A12097655
Prize & Honors
Abbreviations
PNU: Pusan National University, ICMSRE: Innovation Center for MathScience Research & Education
Selected participant (Young Scientist Track), ACTRIMS Early Career Clinician & Scientist Summit — San Diego, CA, USA, February 2026.
Selected through a competitive application process; full support provided (airfare, lodging, and registration for both the Summit and Forum).
GCB Fellowship & Certificate of Completion – 7th GCB Winter School for Molecular Biomedical Science and Diagnosis (Feb 17-21, 2025)
by HokkaidoUniversity and Stanford University within the framework of GCB (Global Center for Biomedical Science and Engineering)
BEST Paper Award (Applied Mathematics) of 2022, PNU Brain Korea 21 ICMSRE (Feb 22, 2023)
Travel Scholarship – AI+Science Summer School by Data Science Institute, University of Chicago (Aug 8-12, 2022)
BEST TA of 2021, PNU Brain Korea 21 ICMSRE (Feb 28, 2022) (Link)
2021 KSIAM Conference Poster Presentation Award, KSIAM (Link)
Title: Distinguishing Non-Tuberculous Mycobacteria Lung Disease and Tuberculosis using Deep Learning
Dean's Certificate of Merit from Dept. Math Edu, PNU (Feb 21, 2014)
Diploma Summa Cum Laude from Dept. of Math Edu, PNU (Feb 21, 2014)
Academic Achievement Scholarship (on the dean's list) from Dept. of Math Edu, PNU (2010-2013)
Department of Neurology, Weill Cornell Medicine
420 E 70th St, New York, NY 10021, United States (Tel. +1 (646) 962 6582)
E-mail: yol4007@med.cornell.edu
Update: Jan 22, 2026