If you made any changes in Pure these will be visible here soon.

Personal profile

Biography

Dr Lan Du is a Teaching and Research Academic in the Faculty of IT, Monash Clayton Campus. He is particularly interested in statistical modeling and learning for text analysis, which broadly covers statistical machine learning, natural language processing, data mining, and social network analysis. My up-to-date information can be found here

Some specific research topics that he is interested in and currently working on:

  • Probabilistic topic modeling: He is extremely interested in developing various topic models that can explore different discourse structures and other meta information associated with natural language text.
  • Nonparametric Bayesian methods, e.g., Dirichlet process, Pitman-Yor process, and Indian Buffet process. He has been working on developing different sampling methods for Pitman-Yor process since his Ph.D. study.
  • Inference/ optimization algorithms, e.g., MCMC methods, Variational Bayesian (VB), and various numerical optimization algorithms
  • Relational learning techniques, e.g., probabilistic matrix factorization, tensor factorization, etc. He is interested in combining matrix factorization techniques with topic models to improve, for example, recommendation systems.
  • Natural Language Processing. He has worked in the NLP group at Macquarie University for about four years. He is interested in how to utilize different linguistic features in topic modeling.

 

Monash teaching commitment

Dr Lan Du has experience as the Chief Examiner for the following units in the Faculty of IT:

  • FIT5149 Applied data analysis
  • FIT5196 Data wrangling

Lan Du has experience as the Lecturer for the following units in the Faculty of IT:

  • FIT5149 Applied data analysis
  • FIT5196 Data wrangling

Education/Academic qualification

Computer Science, Doctor of Philosophy, Australian National University

Award Date: 13 Dec 2012

Information Technology, Bachelor of Information Technology (Honours), Australian National University

Award Date: 21 Dec 2007

Information Technology, Bachelor of Communication and Information Technology, Flinders University

Award Date: 15 Dec 2006

Research area keywords

  • machine learning
  • text analysis
  • topic modeling
  • discrete data analysis
  • Non Parametric Methods
  • Ranking method

Network

Recent external collaboration on country level. Dive into details by clicking on the dots or
If you made any changes in Pure these will be visible here soon.