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Dr Xin Guo
Dr

Xin Guo

Email: 
Phone: 
+61 7 334 69728

Overview

Background

I am a Senior Lecturer in Mathematical Data Science, at School of Mathematics and Physics, The University of Queensland. I obtained my BSc degree in Mathematics and Applied Mathematics, from Beijing Normal University in 2006. I obtained my MPhil and PhD degrees from City University of Hong Kong in 2008 and 2011 respectively, where I was working as a research fellow from Oct 2011 to Feb 2013. During Feb 2013 -- Aug 2014, I was working as a postdoctoral associate at Department of Statistical Science, Duke University. Before joining UQ in Jan 2022, I worked at Hong Kong Polytechnic University. My research interests cover statistical learning theory (kernel methods, stochastic gradient methods, support vector machine, pairwise learning, online learning, error analysis, sparsity analysis, and the implementation of algorithms), mathematical data science, and their applications to artificial intelligence, immunological bioinformatics, systems biology, and computational social science.

Availability

Dr Xin Guo is:
Available for supervision

Qualifications

  • Doctor of Philosophy of Applied Mathematics, City University of Hong Kong

Research interests

  • machine learning theory

    kernel methods, stochastic gradient methods, support vector machine, pairwise learning, online learning, error analysis, sparsity analysis, and the implementation of algorithms

  • mathematical data science

  • computational social science

Funding

Current funding

  • 2023 - 2026
    Stochastic majorization--minimization algorithms for data science
    ARC Discovery Projects
    Open grant
  • 2023 - 2027
    Analytics for the Australian Grains Industry (AAGI)
    Grains Research & Development Corporation
    Open grant

Supervision

Availability

Dr Xin Guo is:
Available for supervision

Looking for a supervisor? Read our advice on how to choose a supervisor.

Supervision history

Current supervision

  • Doctor Philosophy

    Investigating the properties of stochastic Majorization-Minimization algorithms and their variants

    Principal Advisor

  • Doctor Philosophy

    Pairwise learning with artificial neural networks

    Principal Advisor

Media

Enquiries

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communications@uq.edu.au