An information theoretic divergence for microarray data clustering. - Xuan Vinh Nguyen; Nguyen Minh Phuong (BIBE, 2008)

Normalized EM algorithm for tumor clustering using gene expression data. - Nguyen Minh Phuong; Xuan Vinh Nguyen (BIBE, 2008)

Gene Clustering on the Unit Hypersphere with the Spherical K-Means Algorithm: Coping with Extremely Large Number of Local Optima. - Xuan Vinh Nguyen (BIOCOMP, 2008)

A Novel Approach for Automatic Number of Clusters Detection in Microarray Data Based on Consensus Clustering. - Xuan Vinh Nguyen; Julien Epps (BIBE, 2009)

Information theoretic measures for clusterings comparison: is a correction for chance necessary? - Xuan Vinh Nguyen; Julien Epps; James Bailey 001 (ICML, 2009)

minCEntropy: A Novel Information Theoretic Approach for the Generation of Alternative Clusterings. - Xuan Vinh Nguyen; Julien Epps (ICDM, 2010)

A Set Correlation Model for Partitional Clustering. - Xuan Vinh Nguyen; Michael E. Houle (PAKDD (1), 2010)

Information Theoretic Measures for Clusterings Comparison: Variants, Properties, Normalization and Correction for Chance. - Xuan Vinh Nguyen; Julien Epps; James Bailey 001 (J. Mach. Learn. Res., 2010)

Information theoretic methods for clustering with applications to microarray data. - Xuan Vinh Nguyen (2010)

Dynamic Bayesian Network Modeling of Cyanobacterial Biological Processes via Gene Clustering. - Xuan Vinh Nguyen; Madhu Chetty; Ross L. Coppel; Pramod P. Wangikar (ICONIP (1), 2011)

Polynomial Time Algorithm for Learning Globally Optimal Dynamic Bayesian Network. - Xuan Vinh Nguyen; Madhu Chetty; Ross L. Coppel; Pramod P. Wangikar (ICONIP (3), 2011)

GlobalMIT: learning globally optimal dynamic bayesian network with the mutual information test criterion. - Xuan Vinh Nguyen; Madhu Chetty; Ross L. Coppel; Pramod P. Wangikar (Bioinform., 2011)

Adaptive regulatory genes cardinality for reconstructing genetic networks. - Ahsan Raja Chowdhury; Madhu Chetty; Xuan Vinh Nguyen (IEEE Congress on Evolutionary Computation, 2012)

Local and Global Algorithms for Learning Dynamic Bayesian Networks. - Xuan Vinh Nguyen; Madhu Chetty; Ross L. Coppel; Pramod P. Wangikar (ICDM, 2012)

On the Reconstruction of Genetic Network from Partial Microarray Data. - Ahsan Raja Chowdhury; Madhu Chetty; Xuan Vinh Nguyen (ICONIP (1), 2012)

FusGP: Bayesian Co-learning of Gene Regulatory Networks and Protein Interaction Networks. - Nizamul Morshed; Madhu Chetty; Xuan Vinh Nguyen (ICONIP (5), 2012)

Data Discretization for Dynamic Bayesian Network Based Modeling of Genetic Networks. - Xuan Vinh Nguyen; Madhu Chetty; Ross L. Coppel; Pramod P. Wangikar (ICONIP (2), 2012)

Gene regulatory network modeling via global optimization of high-order dynamic Bayesian network. - Xuan Vinh Nguyen; Madhu Chetty; Ross L. Coppel; Pramod P. Wangikar (BMC Bioinform., 2012)

Simultaneous learning of instantaneous and time-delayed genetic interactions using novel information theoretic scoring technique. - Nizamul Morshed; Madhu Chetty; Xuan Vinh Nguyen (BMC Syst. Biol., 2012)

Inferring large scale genetic networks with S-system model. - Ahsan Raja Chowdhury; Madhu Chetty; Xuan Vinh Nguyen (GECCO, 2013)

mDBN: motif based learning of gene regulatory networks using dynamic bayesian networks. - Nizamul Morshed; Madhu Chetty; Xuan Vinh Nguyen; Terry Caelli (GECCO, 2013)

On the Analysis of Time-Delayed Interactions in Genetic Network Using S-System Model. - Ahsan Raja Chowdhury; Madhu Chetty; Xuan Vinh Nguyen (ICONIP (2), 2013)

Reverse Engineering Genetic Networks with Time-Delayed S-System Model and Pearson Correlation Coefficient. - Ahsan Raja Chowdhury; Madhu Chetty; Xuan Vinh Nguyen (ICONIP (2), 2013)

Incorporating time-delays in S-System model for reverse engineering genetic networks. - Ahsan Raja Chowdhury; Madhu Chetty; Xuan Vinh Nguyen (BMC Bioinform., 2013)

A model of the circadian clock in the cyanobacterium Cyanothece sp. ATCC 51142. - Xuan Vinh Nguyen; Madhu Chetty; Ross L. Coppel; Sandeep Gaudana; Pramod P. Wangikar (BMC Bioinform., 2013)

Comments on supervised feature selection by clustering using conditional mutual information-based distances. - Xuan Vinh Nguyen; James Bailey 001 (Pattern Recognit., 2013)

Reconsidering Mutual Information Based Feature Selection: A Statistical Significance View. - Xuan Vinh Nguyen; Jeffrey Chan; James Bailey 001 (AAAI, 2014)

Generalized information theoretic cluster validity indices for soft clusterings. - Yang Lei 003; James C. Bezdek; Jeffrey Chan; Xuan Vinh Nguyen; Simone Romano 003; James Bailey 001 (CIDM, 2014)

Standardized Mutual Information for Clustering Comparisons: One Step Further in Adjustment for Chance. - Simone Romano 003; James Bailey 001; Xuan Vinh Nguyen; Karin Verspoor (ICML, 2014)

Effective global approaches for mutual information based feature selection. - Xuan Vinh Nguyen; Jeffrey Chan; Simone Romano 003; James Bailey 001 (KDD, 2014)

Structure-Aware Distance Measures for Comparing Clusterings in Graphs. - Jeffrey Chan; Xuan Vinh Nguyen; Wei Liu 007; James Bailey 001; Christopher Leckie; Kotagiri Ramamohanarao; Jian Pei 001 (PAKDD (1), 2014)

FILTA: Better View Discovery from Collections of Clusterings via Filtering. - Yang Lei 003; Xuan Vinh Nguyen; Jeffrey Chan; James Bailey 001 (ECML/PKDD (2), 2014)

Traffic forecasting in complex urban networks: Leveraging big data and machine learning. - Florin Schimbinschi; Xuan Vinh Nguyen; James Bailey 001; Christopher Leckie; Hai Le Vu; Rao Kotagiri (IEEE BigData, 2015)

Scalable Outlying-Inlying Aspects Discovery via Feature Ranking. - Xuan Vinh Nguyen; Jeffrey Chan; James Bailey 001; Christopher Leckie; Kotagiri Ramamohanarao; Jian Pei 001 (PAKDD (2), 2015)

Training robust models using Random Projection. - Xuan Vinh Nguyen; Sarah M. Erfani; Sakrapee Paisitkriangkrai; James Bailey 001; Christopher Leckie; Kotagiri Ramamohanarao (ICPR, 2016)

Accelerating Online CP Decompositions for Higher Order Tensors. - Shuo Zhou 001; Xuan Vinh Nguyen; James Bailey 001; Yunzhe Jia; Ian Davidson (KDD, 2016)

A Framework to Adjust Dependency Measure Estimates for Chance. - Simone Romano 003; Xuan Vinh Nguyen; James Bailey 001; Karin Verspoor (SDM, 2016)

Discovering outlying aspects in large datasets. - Xuan Vinh Nguyen; Jeffrey Chan; Simone Romano 003; James Bailey 001; Christopher Leckie; Kotagiri Ramamohanarao; Jian Pei 001 (Data Min. Knowl. Discov., 2016)

Adjusting for Chance Clustering Comparison Measures. - Simone Romano 003; Xuan Vinh Nguyen; James Bailey 001; Karin Verspoor (J. Mach. Learn. Res., 2016)

Efficient discovery of contrast subspaces for object explanation and characterization. - Lei Duan; Guanting Tang; Jian Pei 001; James Bailey 001; Guozhu Dong; Xuan Vinh Nguyen; Akiko Campbell; Changjie Tang (Knowl. Inf. Syst., 2016)

Can high-order dependencies improve mutual information based feature selection? - Xuan Vinh Nguyen; Shuo Zhou 001; Jeffrey Chan; James Bailey 001 (Pattern Recognit., 2016)

Topology-regularized universal vector autoregression for traffic forecasting in large urban areas. - Florin Schimbinschi; Luís Moreira-Matias; Xuan Vinh Nguyen; James Bailey 001 (Expert Syst. Appl., 2017)

rFILTA: relevant and nonredundant view discovery from collections of clusterings via filtering and ranking. - Yang Lei 003; Xuan Vinh Nguyen; Jeffrey Chan; James Bailey 001 (Knowl. Inf. Syst., 2017)

Ground truth bias in external cluster validity indices. - Yang Lei 003; James C. Bezdek; Simone Romano 003; Xuan Vinh Nguyen; Jeffrey Chan; James Bailey 001 (Pattern Recognit., 2017)

Extending Information-Theoretic Validity Indices for Fuzzy Clustering. - Yang Lei 003; James C. Bezdek; Jeffrey Chan; Xuan Vinh Nguyen; Simone Romano 003; James Bailey 001 (IEEE Trans. Fuzzy Syst., 2017)

The randomized information coefficient: assessing dependencies in noisy data. - Simone Romano 003; Xuan Vinh Nguyen; Karin Verspoor; James Bailey 001 (Mach. Learn., 2018)

Alternative Blockmodelling. - Oscar Correa; Jeffrey Chan; Xuan Vinh Nguyen (CoRR, 2019)

High Intrinsic Dimensionality Facilitates Adversarial Attack: Theoretical Evidence. - Laurent Amsaleg; James Bailey 001; Amélie Barbe; Sarah M. Erfani; Teddy Furon; Michael E. Houle; Milos Radovanovic 001; Xuan Vinh Nguyen (IEEE Trans. Inf. Forensics Secur., 2021)