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Yongchao Huang

Personal photo - Yongchao Huang

Dr Yongchao Huang

Research Associate

E: yongchao.huang@cs.ox.ac.uk

Wolfson Building, Parks Road, Oxford OX1 3QD

Interests

Math (algebra and optimisation)

Stats (structured and data-driven)

Programming (agile software development)

 

Biography

I am a postdoc researcher in Computer Science at University of Oxford, working in the control & verification, computational biology and research software groups, on projects of learning smart building dynamics (e.g. GP, RL), Bayesian inference of ode systems, and MCMC numerical methods, considering data heterogeneity, uncertainty and sequential (e.g. temporal) nature. Intrinsically, I am curious about some fundamental aspects of science and logics, namely algebra, optimisation, probabilistic modelling, etc. My interests lie in maths and its applied spaces (e.g. numerical, signal processing, learning, control, etc) -- conceiving myself as a bit old school than being fascinated by the prevalents. While gradiently walking towards a theorist and generalist, I am keen to answer real world questions via evidence-based, agile, and ideally creative routines, typical fields include those concerning humans wellbeing and social good such as engineering (materials, structures), climate, energy, and data science related subjects, where, hopefully, computers could be automated to aid decision-making, boost efficiency and/or accuracy.

I did my DPhil in the Engineering Science department at University of Oxford and spent some 2.5 years in UK financial industry solving practical data science puzzles end-to-end before returning to academia in mid 2019.

Selected Publications

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Supervisor