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
Fields of research
Qualifications
- Doctor of Philosophy of Applied Mathematics, City University of Hong Kong
Research interests
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machine learning theory
kernel methods, stochastic gradient methods, support vector machine, pairwise learning, online learning, error analysis, sparsity analysis, and the implementation of algorithms
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mathematical data science
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computational social science
Funding
Current funding
Supervision
Availability
- Dr Xin Guo is:
- Available for supervision
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Supervision history
Current supervision
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Doctor Philosophy
Investigating the properties of stochastic Majorization-Minimization algorithms and their variants
Principal Advisor
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Doctor Philosophy
Pairwise learning with artificial neural networks
Principal Advisor
Media
Enquiries
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