Research Interests:
- Machine Learning/Deep Learning for healthcare, especially federated learning and multimodal learning
Zhenyao Yan
Ph.D. Student
zyan7@mgh.harvard.edu
Research interests:
- Generative AI for EHR Data: longitudinal electronic health records, patient digital twin, transformers
- Time-to-Event Analysis: forecasting of healthcare events, censored data
- High-Performance Computing: CUDA+Python, Julia
Ziwei Zhu
Ph.D. Student
zzhu8@mgh.harvard.edu
Zhengliang Liu
Ph.D. Student
zliu46@mgh.harvard.edu
Research Interests:
- PET image reconstruction, deep learning and inverse problem
- PBPK modeling for nuclear medicines
Qing Xiao
Ph.D. Student
qxiao3@mgh.harvard.edu
Research Interests:
- Brain disease diagnosis
- Multi-modal fusion
Research Interests:
- Diffusion models
- CT image reconstruction
Research Interests:
- Large Language models
- NLP
- Computer Vision
- LLM application in medical regions
Research Interests:
- Brain-inspired AI
- Medical image analysis
- Natural language processing
- Foundation models
Research Interests:
- Brain-inspired AI
- Medical image analysis
- Natural language processing
- Foundation models
Brandon Theodorou
Ph.D. Student
btheodorou@mgh.harvard.edu
Websites: Google Scholar, Github, LinkedIn
Research Interests:
- Clinical trial optimization
- Generative models in healthcare
Siyoung Yie
Ph.D. Student
syie@mgh.harvard.edu
Research Interests:
- Low-dose image processing and reconstruction in nuclear medicine modalities (PET, SPECT)
Research Interests:
- Computer Vision
- Medical Image Analysis
Yi-Hua (Alice) Ku
B.S Student
yiku@mgh.harvard.edu
Websites:
Research Interests:
- Image reconstruction with machine learning
Christoph Clement
Ph.D Student
cclement2@mgh.harvard.edu
Websites: LinkedIn, GitHub, Kaggle, Google Scholar
Research Interests:
- Development of small-scale PET scanners
- Organ and lesion segmentation
- LLMs for medical applications.
Research Interests:
- Distributionally Robust Optimization
- Cancer Treatment and Planning
Research Interests:
- Large Language Models for medical applications and healthcare settings.
Research Interests:
- Generative AI on digital therapies
- LLMs on medical and healthcare applications
- Medical Informatic
Runqi Meng
Ph.D Student
rmeng1@mgh.harvard.edu
Research Interests:
- Prostate Tumor Segmentation
- Survival Analysis for Cancer
- Medical Image Analysis
Research Interests:
- Multi-Modal LLM
- Vision-Language Model
- Medical Image Synthesis
- Medical Image Segmentation
Michal Grzeszczyk
Ph.D Student
mgrzeszczyk@mgh.harvard.edu
Websites: LinkedIn, GitHub, Google Scholar
Research Interests:
- Multimodal learning
- Combining imaging and tabular data
- Noninvasive diagnostics
Bingjie Qi
Ph.D Student
biqi@mgh.harvard.edu
Research Interests:
- Medical Image Reconstruction
- Deep Learning in Healthcare
- PET Imaging
Hyunjin Cho
Visiting Scholar
hcho19@mgh.harvard.edu
Research Interests:
- Predicting invasive pulmonary adenocarcinoma from pure ground glass nodule identified on chest CT.
- Developing a mixed reality-based surgical platform to guide the location of pulmonary nodules during thoracoscpic surgery.
- Development of a tool to predict postoperative pulmonary function assessment in patients undergoing pulmonary resection.
- Development of a system to screen and notify preoperative consultations that require additional examination or visiting.
Changin Choi
Visiting Scholar
cchoi16@mgh.harvard.edu
Websites: LinkedIn, Google Scholar, Research Gate
Research Interests:
- Surgical data science and Computer vision
- Operation aiding system and platform
- Medical data curation
Research Interests:
- Machine Learning/Deep Learning for medicine
- AI in cardiovascular and thoracic diseases
Research Interests:
- Graph Learning for Neuroimage Analysis
- AI in Psychiatry