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Dr Mingjun Zhong

Dr Mingjun Zhong
Dr Mingjun Zhong
Dr Mingjun Zhong

Lecturer

About
Email Address
mingjun.zhong@abdn.ac.uk
School/Department
School of Natural and Computing Sciences

Memberships and Affiliations

Internal Memberships
  • Currently I am serving as an Exam Officer and a Tutor.
External Memberships
  • I serve as an Associate Editor for the journal Neural Processing Letters.
  • I serve as a Review Editor for the journal Frontiers in Applied Mathematics and Statistics (Statistics section).

     

  • I am a FHEA (Fellow of the Higher Education Academy)
  • I review grants for multiple funding bodies, a variety of international journals and several prestigious machine learning and artifial intellegence conferences. 
Research

Research Overview

My research interests are mainly (application-driven) machine learning and computational statistics. My research mission is to understand patterns and phenomena observed in real-world data by devising probabilistic and statistical machine learning methodologies.

Current Research

Currently I am working on the following application domains and inferential machine learning algorithms:
  1. Health care data.
  2. Non-intrusive load monitoring (energy disaggregation).
  3. Spectroscopy data.
  4. EEG and fMRI.
  5. Variational inference
  6. Markov chain Monte Carlo
  7. High-dimentional inference
  8. Variance reduction
  9. Intractable likelihood models
  10. Bayesian matrix factorization
Teaching

Teaching Responsibilities

I am teaching the following courses (20/21):

  • CS4048/5059 Robotics
  • CS5062 Machine Learning
  • CS551J Knowlege Representation and Reasoning
Publications

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Chapters in Books, Reports and Conference Proceedings

Contributions to Journals

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