Yiting Duan
Translational Research Institute (THRI) & School of Computer, Data and Mathematical Science (CDMS) @ Western Sydney University
Western Sydney University (Parramatta South)
Biography
I am a first-year PhD student at the Translational Research Institute (THRI) & School of Computer, Data and Mathematical Science (CDMS) at Western Sydney University. I completed my undergraduate studies at Beihang University (BUAA), earning a bachelor’s degree in reliability and systems engineering, as well as a double degree in economics. I then obtained my master’s degree in Mathematics from the University of Macau (UM), and I am currently pursuing a PhD in data science and epidemiology. My undergraduate thesis focused on evaluating small failure probabilities using the generalized polynomial chaos model (gPC), and my master’s thesis addressed the regime shift of high-frequency limit order book data using deep learning methods with a change-point detection module.
My research focuses on Electronic Health Records (EHR) Modeling, Manifold Learning and Machine Learning. My principle professor is Yi Guo, an expert in machine learning. My research interests broadly encompass the interdisciplinary fields of nonlinear dynamic systems, including reservior computing, chaotic attractor reconstruction and ODE discovery. I am also involved in manifold Learning, specifically dimensionality reduction, manifold clustering and kernel joint embedding, as well as Neural Spatial-Temporal Point Process (NSTPP). Additionally, I am currently a researcher at WentWest, an Australia Primary Health Network institute, where I focus on heterogeneity and multi-model EHR datasets. My previous publications have focused on solving partial differential equations with spatio-temporal varying parameters using Physics-Informed Neural Networks (PINNs) and on an online fast fault detection method.
If you want to work with me, don’t hesitate and feel free to contact me.
Download my resumé.
- Manifold Learning
- Electrical Health Records Modeling
- Machine Learning
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Doctor of Philosophy, 2027 (Expectation)
Western Sydney University
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Msc in Mathematics, 2024
University of Macau
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BEng in Reliability and System Engineering, 2022
Beihang University
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Economy, 2022
Beihang University
Skills
Scipy Numpy& Tensorflow
Academic Experience
Public Economy & Computational Mathematics
Responsibilities include:
- As Prof Nie Chen’s(@BUAA) research assistant, utilized Python to conduct data crawling and cleaning, applied statistical experise to carry out data analysis with SPSS, drew statistical pictures of data and analysed data
- Underwent systematic data analysis on Python, SPSS, Blockchain & Statistical and Scientific Packages such as Pandas & Matplotlib etc.
Professional Experiences
Orchestra leader & Intern Experiences
Responsibilities include:
- Carried out industry research on IT industry, collected relevant materials and data, analyzed the characteristics of low code platform, business model evolution, and market development trend;
- Selected foreign cases like Appian and Outsystems, and domestic cases like Huawei, Jin Hyundai and Tianyang Technology, investigated the companies and products, sorted out their R&D history, gave investment suggestions, suggested potential risks, and completed a research report on the low-code platform;
- Responsible for industry research in other fields of science and technology investment.
Responsibilities include:
- Built automatic software testing platform and used penetration testing method to test mobile app software;
- Carried out and finished research report about mobile phone resolution based on Srez neural network
Responsibilities include:
- Leader of Saxphone Group of BUAA Marching band and helped to organized more than ten theatrical performance in Beihang University
- Responsible for communications with other group and schedule the daily training plan of members
- Attend 2018 Beijing University Music Festival with BUAA Marching Band and finally won the gold medal in Nov.2018
- Invited by the Royal Edinburgh Military Tatoo and became the first non-professional Orchestra Band and the Second Chinese Orchestra Band in the history to attend the 2019th Edinburgh Military Tattoo in Edinburgh
Responsibilities include:
- Research construction and settlement work after 5-12 Wenchuan Earchquake
- Communicated with local community and government and established Social Research basement of ZhenZhen & Wenchan Museum
- Had an interview with an inheritance of Nonphysical Heritage Qiang and finally finished a research report
Awards
Music(Orchestra Band) & Academic Awards
◼Won the gold medal in 2018 Beijing University music festival with Beihang Marching Band Saxphone group
◼ No.2 autosaxphone in the Woodwind
◼ Played two classical songs Travelaer & FromAfar
Recent Posts
Projects
Recent & Upcoming Seminars
Seminars hold by AIC academic team
Academic Notes
My personal Notes in Computational Mathematics, Mathematics and Computational Science