Journal Articles

  • Changyou Chen, Wray Buntine, Nan Ding, Lexing Xie, and Lan Du
    Differential Topic Models
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (TPAMI), 2014
    Link
  • Jianping Gou, Yongzhao Zhan, Min Wan, Xiangjun Shen, Jinfu Chen, and Lan Du
    Maximum Neighborhood Margin Discriminant Projection for Classification
    The Scientific World Journal, 2014
    PDF
  • Lan Du, Wray Buntine, Huidong Jin, Changyou Chen
    Sequential Latent Dirichlet Allocation
    Knowledge and Inforamtion Systems, Volume 31, Number 3, Pages 475-503, 2012
    PDF Bibtex
  • Jianping Gou, Zhang Yi, Lan Du, Taisong Xiong
    A Local Mean-Based k-Nearest Centroid Neighbor Classifier
    The Computer Journal, Volume 55 Issue 9, Pages 1058-1071, 2012
    PDF
  • Jianping Gou, Lan Du, Taisong Xiong
    Weighted K-Nearest Centroid Neighbor classification
    Journal of Computational Information Systems 8: 2 (2012) 851-860
  • Jianping Gou, Lan Du, Taisong Xiong
    A New distance-weighted k-nearest neighbor classifier
    Journal of Information and Computational Science, 9: 6 (2012) 1429-1436
  • Lan Du, Wray Buntine, Huidong Jin
    A Segmented Topic Model based on the Two-parameter Poisson-Dirichlet Process
    Machine Learning Journal, Volume 81, Number 1, 5-19, 2010
    PDF Bibtex

Conference/WorkShop papers

  • Youliang Zhong, Lan Du, Jian Yang
    Learning Social Relationship Strength via Matrix Co-Factorization with Multiple Kernels
    WISE 2013, pages 15--28
  • Lan Du, Wray Buntine, Mark Johnson
    Topic Segmentation with a Structured Topic Model
    NAACL 2013, pages 190--200
  • Huidong Jin, Lijiu Zhang and Lan Du
    Semantic Title Evaluation and Recommendation Based on Topic Models
    PAKDD 2013, pages 402-413
  • Lan Du, Wray Buntine, Huidong Jin
    Modelling Sequential Text with an Adaptive Topic Model
    EMNLP-CONLL 2012, pages 535-545
    PDF Bibtex
  • Changyou Chen, Lan Du, Wray Buntine
    Sampling Table Configuration for the Hierarchical Poisson-Dirichlet Process
    ECML-PKDD 2011, pages 296-311
  • PDF Bibtex
  • Lan Du, Wray Buntine, Huidong Jin
    Sequential Latent Dirichlet Allocation: Discover Underlying Topic Structures within a Document
    ICDM 2010, pages 148-157
  • PDF Bibtex
  • Wray Buntine, Lan Du, Petteri Nurmi
    Bayesian Networks on Dirichlet Distributed Vectors
    Proceedings of the Fifth European Workshop on Probabilistic Graphical Models (PGM-2010), pages 33-40
    PDF
  • Lan Du, Wray Buntine, Huidong Jin
    A Segmented Topic Model based on the Two-parameter Poisson-Dirichlet Process
    ECML-PKDD 2010 (18% acceptance rate, published as a special issued in Machine Learning Journal)
    PDF
  • Lan Du, Huidong Jin, Olivier Y. de Vel, Nianjun Liu
    A Latent Semantic Indexing and WordNet based Information Retrieval Model for Digital Forensics
    IEEE International Conference on Intelligence and Security Informatics (ISI) 2008: 70-75
    PDF
  • Phan Thien Son, Lan Du, Huidong Jin, Olivier Y. de Vel, Nianjun Liu, Terry Caelli
    A Simple WordNet-Ontology Based Email Retrieval System for Digital Forensics
    Pacific Asia Workshop on Cybercrime and Computer Forensics(ISI 2008 workshop): 217-228
    link
  • Junlei Song, Dianhong Wang, Nianjun Liu, Li Cheng, Lan Du, Ke Zhang
    Soil Moisture Prediction with Feature Selection Using a Neural Network
    International Conference on Digital Image Computing: Techniques and Applications 2008: 130-136
    link

Thesis

  • PhD thesis
    Title: Non-parametric Bayesian Methods for Structured Topic Models
    Superviors: Prof. Wray Buntine and Dr. Huidong Jin
    PDF
  • Honours thesis
    Title: Ontology-Driven Information Retrieval for Digital Forensics
    Supervisor: Dr. Huidong Jin