$\mathtt{MedGraph:}$ Structural and Temporal Representation Learning of Electronic Medical Records

Dec 08, 2019
Bhagya Hettige, Yuan-Fang Li, Weiqing Wang, Suong Le, Wray Buntine

  Access Model/Code and Paper

Gaussian Embedding of Large-scale Attributed Graphs

Dec 02, 2019
Bhagya Hettige, Yuan-Fang Li, Weiqing Wang, Wray Buntine

  Access Model/Code and Paper

LoRMIkA: Local Rule-based Model Interpretability with k-optimal Associations

Aug 11, 2019
Dilini Rajapaksha, Christoph Bergmeir, Wray Buntine

* 8 pages, 6 figures 

  Access Model/Code and Paper

Variational Autoencoders for Sparse and Overdispersed Discrete Data

May 24, 2019
He Zhao, Piyush Rai, Lan Du, Wray Buntine, Mingyuan Zhou

  Access Model/Code and Paper

Deep Generative Models for Sparse, High-dimensional, and Overdispersed Discrete Data

May 02, 2019
He Zhao, Piyush Rai, Lan Du, Wray Buntine, Mingyuan Zhou

* Code at https://github.com/ethanhezhao/NBVAE 

  Access Model/Code and Paper

Dirichlet belief networks for topic structure learning

Nov 02, 2018
He Zhao, Lan Du, Wray Buntine, Mingyuan Zhou

* accepted in NIPS 2018 

  Access Model/Code and Paper

Accurate parameter estimation for Bayesian Network Classifiers using Hierarchical Dirichlet Processes

May 08, 2018
Francois Petitjean, Wray Buntine, Geoffrey I. Webb, Nayyar Zaidi

  Access Model/Code and Paper

Distinguishing Question Subjectivity from Difficulty for Improved Crowdsourcing

Feb 14, 2018
Yuan Jin, Mark Carman, Ye Zhu, Wray Buntine

  Access Model/Code and Paper

MetaLDA: a Topic Model that Efficiently Incorporates Meta information

Sep 19, 2017
He Zhao, Lan Du, Wray Buntine, Gang Liu

* To appear in ICDM 2017 

  Access Model/Code and Paper

Leveraging Node Attributes for Incomplete Relational Data

Jun 14, 2017
He Zhao, Lan Du, Wray Buntine

* Appearing in ICML 2017 

  Access Model/Code and Paper

Bibliographic Analysis with the Citation Network Topic Model

Sep 22, 2016
Kar Wai Lim, Wray Buntine

* Proceedings of the Sixth Asian Conference on Machine Learning (ACML), pp. 142-158. JMLR. 2014 
* A copy of ACML paper. arXiv admin note: substantial text overlap with arXiv:1609.06532 

  Access Model/Code and Paper

Twitter-Network Topic Model: A Full Bayesian Treatment for Social Network and Text Modeling

Sep 22, 2016
Kar Wai Lim, Changyou Chen, Wray Buntine

* NIPS 2013 Topic Models: Computation, Application, and Evaluation, pp. 1-5. Google Sites. 2013 
* NIPS workshop paper 

  Access Model/Code and Paper

Nonparametric Bayesian Topic Modelling with the Hierarchical Pitman-Yor Processes

Sep 22, 2016
Kar Wai Lim, Wray Buntine, Changyou Chen, Lan Du

* International Journal of Approximate Reasoning, Volume 78, pp. 172-191. Elsevier. 2016 
* Preprint for International Journal of Approximate Reasoning 

  Access Model/Code and Paper

Twitter Opinion Topic Model: Extracting Product Opinions from Tweets by Leveraging Hashtags and Sentiment Lexicon

Sep 21, 2016
Kar Wai Lim, Wray Buntine

* Proceedings of the 23rd ACM International Conference on Information and Knowledge Management (CIKM), pp. 1319-1328. ACM. 2014 
* CIKM paper 

  Access Model/Code and Paper

Bibliographic Analysis on Research Publications using Authors, Categorical Labels and the Citation Network

Sep 21, 2016
Kar Wai Lim, Wray Buntine

* Machine Learning 103(2):185-213, 2016 
* Preprint for Journal Machine Learning 

  Access Model/Code and Paper

Dependent Hierarchical Normalized Random Measures for Dynamic Topic Modeling

Jun 18, 2012
Changyou Chen, Nan Ding, Wray Buntine

* ICML2012 

  Access Model/Code and Paper

Theory of Dependent Hierarchical Normalized Random Measures

May 25, 2012
Changyou Chen, Wray Buntine, Nan Ding

  Access Model/Code and Paper

A Bayesian View of the Poisson-Dirichlet Process

Feb 15, 2012
Wray Buntine, Marcus Hutter

* 50 LaTeX pages, 10 figures, 3 tables, 1 algorithm 

  Access Model/Code and Paper