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ORCIDXuan Vinh Nguyen
Person information
- affiliation (since 2013): University of Melbourne, Computing and Information Systems, VIC, Australia
- affiliation (2010 - 2013): Monash University, Clayton, VIC, Australia
- affiliation (PhD 2011): University of New South Wales, Sydney, NSW, Australia
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2020 – today
- 2021
[j17]Laurent Amsaleg
, James Bailey, Amélie Barbe, Sarah M. Erfani, Teddy Furon, Michael E. Houle, Milos Radovanovic, Xuan Vinh Nguyen:
High Intrinsic Dimensionality Facilitates Adversarial Attack: Theoretical Evidence. IEEE Trans. Inf. Forensics Secur. 16: 854-865 (2021)
2010 – 2019
- 2019
- [i2]Oscar Correa, Jeffrey Chan, Xuan Vinh Nguyen:
Alternative Blockmodelling. CoRR abs/1908.02575 (2019) - 2018
- [j16]Simone Romano, Xuan Vinh Nguyen, Karin Verspoor, James Bailey:
The randomized information coefficient: assessing dependencies in noisy data. Mach. Learn. 107(3): 509-549 (2018) - 2017
- [j15]Florin Schimbinschi, Luís Moreira-Matias, Xuan Vinh Nguyen, James Bailey:
Topology-regularized universal vector autoregression for traffic forecasting in large urban areas. Expert Syst. Appl. 82: 301-316 (2017) - [j14]Yang Lei, Xuan Vinh Nguyen, Jeffrey Chan, James Bailey:
rFILTA: relevant and nonredundant view discovery from collections of clusterings via filtering and ranking. Knowl. Inf. Syst. 52(1): 179-219 (2017) - [j13]Yang Lei, James C. Bezdek, Simone Romano, Xuan Vinh Nguyen, Jeffrey Chan, James Bailey:
Ground truth bias in external cluster validity indices. Pattern Recognit. 65: 58-70 (2017) - [j12]Yang Lei, James C. Bezdek, Jeffrey Chan, Xuan Vinh Nguyen, Simone Romano, James Bailey:
Extending Information-Theoretic Validity Indices for Fuzzy Clustering. IEEE Trans. Fuzzy Syst. 25(4): 1013-1018 (2017) - 2016
- [j11]Xuan Vinh Nguyen, Jeffrey Chan, Simone Romano, James Bailey, Christopher Leckie, Kotagiri Ramamohanarao, Jian Pei:
Discovering outlying aspects in large datasets. Data Min. Knowl. Discov. 30(6): 1520-1555 (2016) - [j10]Simone Romano, Xuan Vinh Nguyen, James Bailey, Karin Verspoor:
Adjusting for Chance Clustering Comparison Measures. J. Mach. Learn. Res. 17: 134:1-134:32 (2016) - [j9]Lei Duan, Guanting Tang, Jian Pei, James Bailey, Guozhu Dong, Xuan Vinh Nguyen, Akiko Campbell, Changjie Tang:
Efficient discovery of contrast subspaces for object explanation and characterization. Knowl. Inf. Syst. 47(1): 99-129 (2016) - [j8]Xuan Vinh Nguyen, Shuo Zhou, Jeffrey Chan, James Bailey:
Can high-order dependencies improve mutual information based feature selection? Pattern Recognit. 53: 46-58 (2016) - [c30]Xuan Vinh Nguyen, Sarah M. Erfani, Sakrapee Paisitkriangkrai, James Bailey, Christopher Leckie, Kotagiri Ramamohanarao:
Training robust models using Random Projection. ICPR 2016: 531-536 - [c29]Shuo Zhou, Xuan Vinh Nguyen, James Bailey, Yunzhe Jia, Ian Davidson:
Accelerating Online CP Decompositions for Higher Order Tensors. KDD 2016: 1375-1384 - [c28]Simone Romano, Xuan Vinh Nguyen, James Bailey, Karin Verspoor:
A Framework to Adjust Dependency Measure Estimates for Chance. SDM 2016: 423-431 - [i1]Yang Lei, James C. Bezdek, Simone Romano, Xuan Vinh Nguyen, Jeffrey Chan, James Bailey:
Ground Truth Bias in External Cluster Validity Indices. CoRR abs/1606.05596 (2016) - 2015
- [c27]Florin Schimbinschi, Xuan Vinh Nguyen, James Bailey, Christopher Leckie, Hai Le Vu, Rao Kotagiri:
Traffic forecasting in complex urban networks: Leveraging big data and machine learning. IEEE BigData 2015: 1019-1024 - [c26]Xuan Vinh Nguyen, Jeffrey Chan, James Bailey, Christopher Leckie, Kotagiri Ramamohanarao, Jian Pei:
Scalable Outlying-Inlying Aspects Discovery via Feature Ranking. PAKDD (2) 2015: 422-434 - 2014
- [c25]Xuan Vinh Nguyen, Jeffrey Chan, James Bailey:
Reconsidering Mutual Information Based Feature Selection: A Statistical Significance View. AAAI 2014: 2092-2098 - [c24]Yang Lei, James C. Bezdek, Jeffrey Chan, Xuan Vinh Nguyen, Simone Romano, James Bailey:
Generalized information theoretic cluster validity indices for soft clusterings. CIDM 2014: 24-31 - [c23]Simone Romano, James Bailey, Xuan Vinh Nguyen, Karin Verspoor:
Standardized Mutual Information for Clustering Comparisons: One Step Further in Adjustment for Chance. ICML 2014: 1143-1151 - [c22]Xuan Vinh Nguyen, Jeffrey Chan, Simone Romano, James Bailey:
Effective global approaches for mutual information based feature selection. KDD 2014: 512-521 - [c21]Jeffrey Chan, Xuan Vinh Nguyen, Wei Liu, James Bailey, Christopher Leckie, Kotagiri Ramamohanarao, Jian Pei:
Structure-Aware Distance Measures for Comparing Clusterings in Graphs. PAKDD (1) 2014: 362-373 - [c20]Yang Lei, Xuan Vinh Nguyen, Jeffrey Chan, James Bailey:
FILTA: Better View Discovery from Collections of Clusterings via Filtering. ECML/PKDD (2) 2014: 145-160 - 2013
- [j7]Ahsan Raja Chowdhury, Madhu Chetty, Xuan Vinh Nguyen:
Incorporating time-delays in S-System model for reverse engineering genetic networks. BMC Bioinform. 14: 196 (2013) - [j6]Xuan Vinh Nguyen, Madhu Chetty, Ross L. Coppel, Sandeep Gaudana, Pramod P. Wangikar:
A model of the circadian clock in the cyanobacterium Cyanothece sp. ATCC 51142. BMC Bioinform. 14(S-2): S14 (2013) - [j5]Xuan Vinh Nguyen, James Bailey:
Comments on supervised feature selection by clustering using conditional mutual information-based distances. Pattern Recognit. 46(4): 1220-1225 (2013) - [c19]Ahsan Raja Chowdhury, Madhu Chetty, Xuan Vinh Nguyen:
Inferring large scale genetic networks with S-system model. GECCO 2013: 271-278 - [c18]Nizamul Morshed, Madhu Chetty, Xuan Vinh Nguyen, Terry Caelli:
mDBN: motif based learning of gene regulatory networks using dynamic bayesian networks. GECCO 2013: 279-286 - [c17]Ahsan Raja Chowdhury, Madhu Chetty, Xuan Vinh Nguyen:
On the Analysis of Time-Delayed Interactions in Genetic Network Using S-System Model. ICONIP (2) 2013: 616-623 - [c16]Ahsan Raja Chowdhury, Madhu Chetty, Xuan Vinh Nguyen:
Reverse Engineering Genetic Networks with Time-Delayed S-System Model and Pearson Correlation Coefficient. ICONIP (2) 2013: 624-631 - 2012
- [j4]Xuan Vinh Nguyen, Madhu Chetty, Ross L. Coppel, Pramod P. Wangikar:
Gene regulatory network modeling via global optimization of high-order dynamic Bayesian network. BMC Bioinform. 13: 131 (2012) - [j3]Nizamul Morshed, Madhu Chetty, Xuan Vinh Nguyen:
Simultaneous learning of instantaneous and time-delayed genetic interactions using novel information theoretic scoring technique. BMC Syst. Biol. 6: 62 (2012) - [c15]Ahsan Raja Chowdhury, Madhu Chetty, Xuan Vinh Nguyen:
Adaptive regulatory genes cardinality for reconstructing genetic networks. IEEE Congress on Evolutionary Computation 2012: 1-8 - [c14]Xuan Vinh Nguyen, Madhu Chetty, Ross L. Coppel, Pramod P. Wangikar:
Local and Global Algorithms for Learning Dynamic Bayesian Networks. ICDM 2012: 685-694 - [c13]Xuan Vinh Nguyen, Madhu Chetty, Ross L. Coppel, Pramod P. Wangikar:
Data Discretization for Dynamic Bayesian Network Based Modeling of Genetic Networks. ICONIP (2) 2012: 298-306 - [c12]Nizamul Morshed, Madhu Chetty, Xuan Vinh Nguyen:
FusGP: Bayesian Co-learning of Gene Regulatory Networks and Protein Interaction Networks. ICONIP (5) 2012: 369-377 - [c11]Ahsan Raja Chowdhury, Madhu Chetty, Xuan Vinh Nguyen:
On the Reconstruction of Genetic Network from Partial Microarray Data. ICONIP (1) 2012: 689-696 - 2011
- [j2]Xuan Vinh Nguyen, Madhu Chetty, Ross L. Coppel, Pramod P. Wangikar:
GlobalMIT: learning globally optimal dynamic bayesian network with the mutual information test criterion. Bioinform. 27(19): 2765-2766 (2011) - [c10]Xuan Vinh Nguyen, Madhu Chetty, Ross L. Coppel, Pramod P. Wangikar:
Dynamic Bayesian Network Modeling of Cyanobacterial Biological Processes via Gene Clustering. ICONIP (1) 2011: 97-106 - [c9]Nizamul Morshed, Madhu Chetty, Xuan Vinh Nguyen:
Simultaneous Learning of Instantaneous and Time-Delayed Genetic Interactions Using Novel Information Theoretic Scoring Technique. ICONIP (2) 2011: 248-257 - [c8]Xuan Vinh Nguyen, Madhu Chetty, Ross L. Coppel, Pramod P. Wangikar:
Polynomial Time Algorithm for Learning Globally Optimal Dynamic Bayesian Network. ICONIP (3) 2011: 719-729 - 2010
- [b1]Xuan Vinh Nguyen:
Information theoretic methods for clustering with applications to microarray data. University of New South Wales, Sydney, Australia, 2010 - [j1]Xuan Vinh Nguyen, Julien Epps, James Bailey:
Information Theoretic Measures for Clusterings Comparison: Variants, Properties, Normalization and Correction for Chance. J. Mach. Learn. Res. 11: 2837-2854 (2010) - [c7]Xuan Vinh Nguyen, Julien Epps:
minCEntropy: A Novel Information Theoretic Approach for the Generation of Alternative Clusterings. ICDM 2010: 521-530 - [c6]Xuan Vinh Nguyen, Michael E. Houle:
A Set Correlation Model for Partitional Clustering. PAKDD (1) 2010: 4-15
2000 – 2009
- 2009
- [c5]Xuan Vinh Nguyen, Julien Epps:
A Novel Approach for Automatic Number of Clusters Detection in Microarray Data Based on Consensus Clustering. BIBE 2009: 84-91 - [c4]Xuan Vinh Nguyen, Julien Epps, James Bailey:
Information theoretic measures for clusterings comparison: is a correction for chance necessary? ICML 2009: 1073-1080 - 2008
- [c3]Xuan Vinh Nguyen, Nguyen Minh Phuong:
An information theoretic divergence for microarray data clustering. BIBE 2008: 1-7 - [c2]Nguyen Minh Phuong, Xuan Vinh Nguyen:
Normalized EM algorithm for tumor clustering using gene expression data. BIBE 2008: 1-7 - [c1]Xuan Vinh Nguyen:
Gene Clustering on the Unit Hypersphere with the Spherical K-Means Algorithm: Coping with Extremely Large Number of Local Optima. BIOCOMP 2008: 226-233
Coauthor Index
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