BIOGRAPHY
I am a first-year PhD student in Computer Science from Khoury College at Northeastern University, advised by Prof. Rose Yu. I received my Bachelor degree of Science in Applied Mathematics from Huazhong University of Science and Technology. My research interests include spatiotemporal learning and the physics-informed deep learning. Here is my Google Scholar.
Publications
Incorporating Symmetry into Deep Dynamics Models for Improved Generalization
Under review
Aortic Pressure Forecasting with Deep Sequence Learning
Computing in Cardiology 2020
Towards Physics-informed Deep Learning for Turbulent Flow Prediction
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2020
Prediction of Alzheimer's disease-associated genes by integration of GWAS summary data and expression data
Frontiers in Genetics 2018
Experiences
- Researched the challenging task of spatiotemporal modeling of velocity fields for nonlinear turbulent flows.
- Developed a novel hybrid model, TF-net, that unifies RANS-LES coupling with custom-designed neural networks.
- Studied the applications of deep sequence models on long-term forecast of patients’ Aortic Pressure.
- Conducted comprehensive experiments and evaluations with various traditional and deep sequence models.
- Organized weekly paper discussion and assisted students with implementing deep learning models.
- Conducted research on forecasting physiological parameters with various deep sequence models.
- Applied Bidirectional LSTMs innovatively to the estimation of left ventricular volume time series.
- Created Healthy Heart Index based on SVM for predicting patients’ survival probabilities in the next hour.
- Edited and reviewed all content related to machine learning theories in Game Data Science.
- Proposed a new scheme for systematically evaluating TRACE (Teacher Rating and Course Evaluation) data.
- Applied Binomial Regression Model and Likelihood Ratio test to finding the comparison group for each section.
- Evaluated each section based on the Beta-Binomial model and proportions of 5’s and within its comparison group.
Awards/Honors
Graduate Fellowship
- Northeastern University (2019)
Best Co-op Prize
- Abiomed Inc. (2018)
Outstanding Graduate
- Huazhong University of Science and Technology (2017)
Scholarship for Outstanding Learning
- Huazhong University of Science and Technology (2014 - 2017)
National Scholarship
- Huazhong University of Science and Technology (2014)