Publications

Major Research Publications:

2019

Weijia Zhang, Jiuyong Li, Lin Liu:
Distributionally Robust Multi-instance Learning with Stable Instances. CoRR abs/1902.05066 (2019)

2018

Junpeng Zhang, Lin Liu, JiuyongLi, Thuc Duy Le:
LncmiRSRN: identification and analysis of long non-coding RNA related miRNA sponge regulatory network in human cancer. Bioinformatics 34(24): 4232-4240 (2018)

Taosheng Xu, Ning Su, Lin Liu, Junpeng Zhang, Hongqiang Wang, Weijia Zhang, Jie Gui, Kui Yu, Jiuyong Li, Thuc Duy Le:
miRBaseConverter: an R/Bioconductor package for converting and retrieving miRNA name, accession, sequence and family information in different versions of miRBase. BMC Bioinformatics 19-S(19): 179-188 (2018)

Weijia Zhang, Thuc Duy Le, Lin Liu, Jiuyong Li:
Estimating heterogeneous treatment effect by balancing heterogeneity and fitness. BMC Bioinformatics 19-S(19): 61-72 (2018)

Tao Hoang, Jixue Liu, Elizabeth Roughead, Nicole Pratt, Jiuyong Li:
Supervised signal detection for adverse drug reactions in medication dispensing data. Computer Methods and Programs in Biomedicine 161: 25-38 (2018)

Lin Liu, Jiuyong Li, Kun Zhang, Emre Kiciman, Negar Kiyavash:
Guest Editorial: Special Issue on Causal Discovery 2017. I. J. Data Science and Analytics 6(1): 1-2 (2018)

Tao Hoang, Jixue Liu, Nicole Pratt, Vincent W. Zheng, Kevin C. Chang, Elizabeth Roughead, Jiuyong Li:
Authenticity and credibility aware detection of adverse drug events from social media. I. J. Medical Informatics 120: 101-115 (2018)

Tao Hoang, Jixue Liu, Nicole Pratt, Vincent W. Zheng, Kevin C. Chang, Elizabeth Roughead, Jiuyong Li:
Authenticity and credibility aware detection of adverse drug events from social media. I. J. Medical Informatics 120: 157-171 (2018)

Zan Zhang, Hao Wang, Lin Liu, Jiuyong Li:
Multi-label relational classification via node and label correlation. Neurocomputing 292: 72-81 (2018)

Junqiang Liu, Xingxing Zhang, Benjamin C. M. Fung, Jiuyong Li, Farkhund Iqbal:
Opportunistic mining of top-n high utility patterns. Inf. Sci. 441: 171-186 (2018)

Chen Zhan, Elizabeth Roughead, Lin Liu, Nicole Pratt, Jiuyong Li:
A data-driven method to detect adverse drug events from prescription data. Journal of Biomedical Informatics 85: 10-20 (2018)

Sumyea Helal, Jiuyong Li, Lin Liu, Esmaeil Ebrahimie, Shane Dawson, Duncan J. Murray, Qi Long:
Predicting academic performance by considering student heterogeneity. Knowl.-Based Syst. 161: 134-146 (2018)

Zan Zhang, Lin Liu, Hao Wang, Jiuyong Li, Daning Hu, Jiaqi Yan, René Algesheimer, Markus Meierer:
Collective behavior learning by differentiating personal preference from peer influence. Knowl.-Based Syst. 159: 233-243 (2018)

Kui Yu, Lin Liu, Jiuyong Li, Huanhuan Chen:
Mining Markov Blankets Without Causal Sufficiency. IEEE Trans. Neural Netw. Learning Syst. 29(12): 6333-6347 (2018)

Huawen Liu, Xuelong Li, Jiuyong Li, Shichao Zhang:
Efficient Outlier Detection for High-Dimensional Data. IEEE Trans. Systems, Man, and Cybernetics: Systems 48(12): 2451-2461 (2018)

Sha Lu, Lin Liu, Jiuyong Li, Thuc Duy Le:
Effective Outlier Detection based on Bayesian Network and Proximity. BigData 2018: 134-139

Jeffery Ansah, Wei Kang, Lin Liu, Jixue Liu, Jiuyong Li:
Information Propagation Trees for Protest Event Prediction. PAKDD (3) 2018: 777-789

Thuc Duy Le, Taosheng Xu, Lin Liu, Hu Shu, Tao Hoang, Jiuyong Li:
ParallelPC: An R Package for Efficient Causal Exploration in Genomic Data. PAKDD (Workshops) 2018: 207-218

Mark J. Carman, Mark Koerber, Jiuyong Li, Kim-Kwang Raymond Choo, Helen Ashman:
Manipulating Visibility of Political and Apolitical Threads on Reddit via Score Boosting. TrustCom/BigDataSE 2018: 184-190

Jeffery Ansah, Wei Kang, Lin Liu, Jixue Liu, Jiuyong Li:
SensorTree: Bursty Propagation Trees as Sensors for Protest Event Detection. WISE (1) 2018: 281-296

Zan Zhang, Jiuyong Li, Hao Wang, Lin Liu, Jixue Liu:
Which Type of Classifier to Use for Networked Data, Connectivity Based or Feature Based? WISE (1) 2018: 364-380

Zhongzhi Shi, Eunika Mercier-Laurent, Jiuyong Li:
Intelligent Information Processing IX – 10th IFIP TC 12 International Conference, IIP 2018, Nanning, China, October 19-22, 2018, Proceedings. IFIP Advances in Information and Communication Technology 538, Springer 2018, ISBN 978-3-030-00827-7 [contents]

Kui Yu, Lin Liu, Jiuyong Li:
Discovering Markov Blanket from Multiple interventional Datasets. CoRR abs/1801.08295 (2018)

Kui Yu, Lin Liu, Jiuyong Li:
A Unified View of Causal and Non-causal Feature Selection. CoRR abs/1802.05844 (2018)

Saisai Ma, Jiuyong Li, Lin Liu, Thuc Duy Le:
Discovering Context Specific Causal Relationships. CoRR abs/1808.06316 (2018)

Jixue Liu, Jiuyong Li, Lin Liu, Thuc Duy Le, Feiyue Ye, Gefei Li:
FairMod – Making Predictive Models Discrimination Aware. CoRR abs/1811.01480 (2018)

Jixue Liu, Jiuyong Li, Feiyue Ye, Lin Liu, Thuc Duy Le, Ping Xiong:
An exploration of algorithmic discrimination in data and classification. CoRR abs/1811.02994 (2018)

2017

Thuc Duy Le, Junpeng Zhang, Lin Liu, Jiuyong Li:
Computational methods for identifying miRNA sponge interactions. Briefings in Bioinformatics 18(4): 577-590 (2017)

Taosheng Xu, Thuc Duy Le, Lin Liu, Ning Su, Rujing Wang, Bing-Yu Sun, Antonio Colaprico, Gianluca Bontempi, Jiuyong Li:
CancerSubtypes: an R/Bioconductor package for molecular cancer subtype identification, validation and visualization. Bioinformatics 33(19): 3131-3133 (2017)

Weijia Zhang, Thuc Duy Le, Lin Liu, Zhi-Hua Zhou, Jiuyong Li:
Mining heterogeneous causal effects for personalized cancer treatment. Bioinformatics 33(15): 2372-2378 (2017)

Junpeng Zhang, Thuc Duy Le, Lin Liu, Jiuyong Li:
Identifying miRNA sponge modules using biclustering and regulatory scores. BMC Bioinformatics 18(S-3): 61-72 (2017)

Junpeng Zhang, Thuc Duy Le, Lin Liu, Jiuyong Li:
Inferring miRNA sponge co-regulation of protein-protein interactions in human breast cancer. BMC Bioinformatics 18(1): 243:1-243:12 (2017)

Jiuyong Li, Kun Zhang, Elias Bareinboim, Lin Liu:
Guest editorial: special issue on causal discovery. I. J. Data Science and Analytics 3(2): 79-80 (2017)

Jiuyong Li, Saisai Ma, Thuc Duy Le, Lin Liu, Jixue Liu:
Causal Decision Trees. IEEE Trans. Knowl. Data Eng. 29(2): 257-271 (2017)

Huawen Liu, Lin Liu, Thuc Duy Le, Ivan Lee, Shiliang Sun, Jiuyong Li:
Nonparametric Sparse Matrix Decomposition for Cross-View Dimensionality Reduction. IEEE Trans. Multimedia 19(8): 1848-1859 (2017)

Wei Kang, Jie Chen, Jiuyong Li, Jixue Liu, Lin Liu, Grant Osborne, Nick Lothian, Brenton Cooper, Terry Moschou, Grant Neale:
Carbon: Forecasting Civil Unrest Events by Monitoring News and Social Media. ADMA 2017: 859-865

Jiuyong Li, Jixue Liu, Lin Liu, Thuc Duy Le, Saisai Ma, Yizhao Han:
Discrimination detection by causal effect estimation. BigData 2017: 1087-1094

Thuc Duy Le, Junpeng Zhang, Lin Liu, Buu Minh Thanh Truong, Shu Hu, Taosheng Xu, Jiuyong Li:
Identifying microRNA targets in epithelial-mesenchymal transition using joint-intervention causal inference. CSBio 2017: 34-41

Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li:
Utility Aware Clustering for Publishing Transactional Data. PAKDD (2) 2017: 481-494

Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li, Kim-Kwang Raymond Choo:
A Relative Privacy Model for Effective Privacy Preservation in Transactional Data. TrustCom/BigDataSE/ICESS 2017: 394-401

Jiuyong Li:
Beyond Understanding and Prediction: Data Mining for Action. WWW (Companion Volume) 2017: 1361

 

2016

Court, PH, Li, J, Liu, L, Le, TD 2016,” Mining combined causes in large data sets”, Knowledge-Based Systems, vol. 92, pp. 104-111.

Karim, SM, Liu, L, Le, TD, Li, J 2016, “Identification of miRNA-mRNA regulatory modules by exploring collective group relationships”,BMC Genomics, vol. 17, no. 1, pp. 71-84.

Zhang, J, Le, TD, Liu, L, He, J, Li, J 2016,” A novel framework for inferring condition-specific TF and miRNA co-regulation of protein-protein interactions”, Gene, vol. 577, no. 1, pp. 55-64.

Zhang, J, Le, TD, Liu, L, He, J, Li, J 2016,” Identifying miRNA synergistic regulatory networks in heterogeneous human data via network motifs”, Molecular Biosystems, vol. 12, no. 2, pp. 454-463.

Jamali, AA, Ferdousi, R, Razzaghi, S, Li, J, Safdari, R, Ebrahimie, E 2016, “DrugMiner: comparative analysis of machine-learning algorithms for prediction of potential druggable proteins “, Drug Discovery Today, pp. 1-7.

Le, TD, Hoang, TNN, Li, J, Liu, L, Liu, H 2016, A fast PC algorithm for high dimensional causal discovery for multi-core PCs, 14th International Workshop on Data Mining in Bioinformatics (BIOKDD’15), IEEE, pp. 1-10.

Abdel-Fatao, H, Li, J, Liu, J 2016,” STMM: semantic and temporal-aware markov chain model for mobility prediction”, in Zhang, C (editor) (eds), Second International Conference, ICDS 2015, Springer, vol. 9208, pp. 103-111.

2015

Le, TD, Zhang, J, Liu, L, Li, J 2015,” Ensemble Methods for MiRNA Target Prediction from Expression Data” , PLoS One, vol. 10, pp. 1-19.

Le, TD, Zhang, J, Liu, L, Liu, H, Li, J 2015, “miRLAB: An R Based Dry Lab for Exploring miRNA-mRNA Regulatory Relationships”, PLoS One, vol. 10, no. 12, pp. 1-15.

Li, J, Le, TD, Liu, L, Liu, J, Jin, Z, Sun, B, Court, PH 2015, “ From observational studies to causal rule mining “, ACM Transactions on Intelligent Systems and Technology, vol. 7, pp. 1-27.

Li, J, Liu, L, Le, TD 2015, Practical Approaches to Causal Relationship Exploration, deerdf, Roddick, JF 2015, “Hide association rules with fewer side effects”, IEICE Transactions on Information and Systems, vol. no. 10, pp. 1788-1798.

Mohammad Arif, AS, Du, JT, Lee, I 2015, “Understanding tourists’ collaborative information retrieval behavior to inform design”, Journal of the American Society for Information Science and Technology, vol. Online.

Wang, Z, Lee, I 2015, “Backprojection regularization with weighted ramp filter for tomographic reconstruction”, in IEEE (editors) (ed.), 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), IEEE, pp. 7029-7042.

Stamatescu, V, Wong, S, Kearney, DA, Lee, I, Milton, AE 2015, ”Mutual information for enhanced feature selection in visual tracking”, in Firooz A. Sadjadi, Abhijit Mahalanobis (eds), Automatic Target Recognition XXV, Proceedings of SPIE, pp. 1-11.

Patuwatha Withanage, KI, Lee, I, Brinkworth, RSA 2015,” Mobile robotic active view planning for physiotherapy and physical exercise guidance”, in IEEE (editors) (ed.), 7th IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and Robotics, Automation and Mechatronics (RAM), IEEE, pp. 130-136.

Jung, H, Lee, I, Lee, S-H 2015,” Circular Particle Detection using Sectored Ring Mask for Synchrotron PCXI images” , in IEEE (editors) (ed.), 37th Annual international conference of IEEE Engineering in medical and biology society, Biomedical engineering, IEEE, pp. 7889-7892.

Xia, W, Heatherly, R, Ding, X, Li, J, Malin, BA 2015, “R-U policy frontiers for health data de-identification,” Journal of the American Medical Informatics Association, vol. 22, no. 5, pp. 1029-1041.

Kwashie, S, Liu, J, Li, J, Ye, F 2015,” Conditional differential dependencies (CDDs)”in Tadeusz, M, Valduriez, P and Bellatreche, L (editors) (eds), Advances in Databases and Information Systems, Springer, Switzerland, pp. 3-17.

Vincent, M, Liu, J, Liu, H-C, Link, S 2015, “Differential Dependencies: Reasoning and Discovery” Revisited” , ACM Transactions on Database Systems, vol. 40.

Azfar, A, Choo, KK, Liu, L 2015, “Android mobile VoIP apps: a survey and examination of their security and privacy”, Electronic Commerce Research, pp. 1-39.

Azfar, A, Choo, KK, Liu, L 2015,” Forensic Taxonomy of Popular Android mHealth Apps”, Twenty-first Americas Conference on Information Systems, Association for Information Systems, pp. 1-19.

Abdel-Fatao, H, Li, J, Liu, J 2015,” Unifying spatial, temporal and semantic features for an effective GPS trajectory-based location recommendation “, in Sharaf, M, Cheema, MA & Qi, J (editors) (eds), 26th Australasian Database Conference, ADC 2015, Springer, vol. 9093, pp. 41-53.

Nofong, VM, Liu, J, Li, J 2015, “Efficient mining of non-derivable emerging patterns”, 26th Australasian Database Conference, ADC 2015, Springer, vol. 9093, pp. 244-256.

Kwashie, S, Liu, J, Li, J, Ye, F 2015, “Conditional differential dependencies (CDDs) “,in Tadeusz, M, Valduriez, P and Bellatreche, L (editors) (eds), Advances in Databases and Information Systems, Springer, Switzerland, pp. 3-17.

2014

Lee, I,  Feng, Q, Pan, J-S, I 2014, “Face recognition using sparse feature sphere centroid classifier”, Electronics Letters, vol. 50, pp. 1198-1200.

Li, J, Liu, L, TD, Le, Zheng, J, 2014,” From miRNA regulation to miRNA-TF co-regulation: computational approached and challenges”. Briefings in Bioinformatics, vol. Online, pp. 1-22.

Le, TD, 2014,  Inferring miRNA-mRNA regulatory relationships using casual inference methods, School of Information Technology and Mathematical Science.

Zhang, J, Le, TD, Liu, L, Liu, B, Jianfeng, H, Goodall, G, Li, J 2014, “Identifying direct miRNA-mRNA causal regulatory relationships in heterogeneous data”, Journal of Biomedical Informatics, vol. 52, pp. 438-447.

Zhang, J, Le, TD, Liu, L, Liu, B, Jianfeng, H, Goodall, G, Li, J 2014, “Inferring condition-specific miRNA activity from matched miRNA and mRNA expression data”, Bioinformatics, vol. 30, no. 21, pp. 3070-3077.

Wang, Z, Lee, I 2014,” Frequency-based image deblurring with periodic point spread function”, Electronics Letters, vol. 50, pp. 1691-1693.

Wang, Z, Lee, I 2014, “Random Sparse Coded Aperture for Lensless Imaging”, in J Keyser & YJ Kim (eds), Pacific Conference on computer Graphics and Applications, European Association for Competer Graphics, pp. 1-6.

Wang, Z, Lee, I 2014, “Interleaving and sparse random coded aperture for lens-free visible imaging”, in Wang S.-L.,Pan J.-S.,Snasel V.,Corchado E.S.,Abraham A (eds), 1st Euro-China Conference on Intelligent Data Analysis and Applications, Springer, pp. 251-261.

Li, J, Liu, J, Toivonen, H, Satou, K, Sun, Y, Sun, B 2014, “Discovering statistically non-redundant subgroups”, Knowledge-Based Systems, vol. 67, pp. 315-327.

Liu, B, Li, J, Cairns, M 2014, Identifying miRNAs, targets and functions, Briefings in Bioinformatics, vol. 15, pp. 1-19.

Sattar, AS, Li, J, Liu, J, Heatherly, R, Malin, B 2014,” A probabilistic approach to mitigate composition attacks on privacy in non-coordinated environments”, Knowledge-Based Systems, vol. 67, pp. 361-372.

Sun, B, Wang, H, Li, W-B, Wang, H, Li, J, Du, Z-Q 2014, “Constructing and combining orthogonal projection vectors for ordinal regression “,Neural Processing Letters, vol. 41, pp. 139-155.

Sun, Y, Li, J, Liu, J, Chow, C, Sun, B-y, Wang, R 2014, “Using causal discovery for feature selection in multivariate numerical time series”, Machine Learning, vol. 101, pp. 377-395.

Sun, Y, Li, J, Liu, J, Sun, B, Chow, C 2014, An improvement of symbolic aggregate approximation distance measure for time series, Neurocomputing, vol. 138, pp. 189-198.

Zhang, Z, Li, J, Pan, L, Ye, Y, Zeng, X, Song, T, Zhang, X, Wang, E 2014, “A Novel Visualization of DNA Sequences, Reflecting GC-Content”, Match: Communications in Mathematical and in Computer Chemistry, vol. 72, pp. 533-550.

Liu, H-C, Vincent, M, Liu, J, Li, J 2014, “Logics for Representing Data Mining Tasks in Inductive Databases”, in D Burke & M Trick (eds), 25th Australasian Database Conference, Springer, pp. 214-222.

Dutta, D, Chen, J, Penton, D, Bethune, M, Welsh, W, Kim, S, Sheedy, T, Korn, A 2014, “Examining Two Different Approaches to Modelling Management and Operation Rules in a Single River System Model “, Water Resources Management, vol. 28, pp. 1713-1732.

Azfar, A, Choo, KK, Liu, L 2014, “A study of ten popular Android mobile VoIP applications : are the communications encrypted?”, in IEEE (ed.), 2014 47th Hawaii International Conference on System Science, IEEE Press, pp. 4858-4867.

Karim, SM, Liu, L, Li, J 2014, “Discovering collective group relationships”, in E Burke & M Trick (eds), 25th Australasian Database Conference, Springer, pp. 110-121.

Liu, J, Liu, L 2014, “A coloured petri net approach to the functional and performance analysis of sip non-invite transaction”, in E Burke & M Trick (eds), 34th International Conference on Application and Theory of Petri Nets and Concurrency, Springer, pp. 147-177.

Ding, X, Jia, J, Li, J, Liu, J, Jin, H 2014, “Top-k similarity matching in large graphs with attributes”, in SS Bhowmick, CE Dyreson, CS Jensen, ML Lee, A Muliantara & B Thalheim (eds), International Conference on Database Systems for Advanced Applications, Springer, pp. 156-170.

Kwashie, S, Liu, J, Li, J, Ye, F 2014, “Mining differential dependencies: A subspace clustering approach”, in D Burke & M Trick (eds), 25th Australasian Database Conference, Springer, pp. 50-61.

Liu, H-C, Vincent, M, Liu, J, Li, J 2014, “ Logics for representing data mining tasks in inductive databases”, in D Burke & M Trick (eds), 25th Australasian Database Conference, Springer, pp. 214-222.

Nofong, VM, Liu, J, Li, J 2014, “A study on the applications of emerging sequential patterns”, in D Burke & M Trick (eds), 25th Australasian Database Conference, Springer, pp. 62-73.

Li, J, Liu, J, Toivonen, H, Satou, K, Sun, Y, Sun, B 2014, “Discovering statistically non-redundant subgroups”, Knowledge-Based Systems, vol. 67, pp. 315-327.

Sattar, AS, Li, J, Liu, J, Heatherly, R, Malin, B 2014, “A probabilistic approach to mitigate composition attacks on privacy in non-coordinated environments”,Knowledge-Based Systems, vol. 67, pp. 361-372.

Sun, Y, Li, J, Liu, J, Chow, C, Sun, B-y, Wang, R 2014, “Using causal discovery for feature selection in multivariate numerical time series “, Machine Learning, vol. 101, pp. 377-395.

Sun, Y, Li, J, Liu, J, Sun, B, Chow, C 2014, “ An improvement of symbolic aggregate approximation distance measure for time series “Neurocomputing, vol. 138, pp. 189-198.

2013

Li, J, Le, TD, Liu, L, Liu, J, Jin, Z, Sun, B-Y 2013, “Mining causal association rules”, in IEEE (ed.), International Conference on Data Mining Workshops, IEEE Press, pp. 114-123.

Le, TD, Liu, L, Tsykin, A, Goodall, G, Liu, B, Sun, B-Y, Li, J 2013, “Inferring microRNA-mRNA causal regulatory relationships from expression data”, Bioinformatics”, vol. 29, pp. 765-771.

Le, TD, Liu, L, Liu, B, Tsykin, A, Goodall, G, Satou, K, Li, J 2013, “Inferring microRNA and transcription factor regulatory networks in heterogeneous data”, BMC Bioinformatics, vol. 14.

Ward, DA, Lee, I, Kearney, DA, Wong, SC 2013, “Chaining convolution and correlation in practice : a case study in visual tracking”, in IEEE (ed.), International Conference on Digital Image Computing: Techniques and Applications, DICTA 2013, IEEE Press

Mohammad Arif, AS, Du, JT, Lee, I 2013,”Exploring tourists’ collaborative web search : implications for system design” , in AWC

Liu, H, Li, J, Liu, L, Liu, J, Lee, I, Zhao, J 2013, “Exploring Groups from Heterogeneous Data via Sparse Learning”, in J Pei, VS Tseng, L Cao, H Motoda & G Xu (eds), 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Springer, vol. 7818, pp. 556-567.

Aburumman, AFA, Choo, KK, Lee, I 2013, “Nomination-based Session Initiation Protocol Service for Mobile Ad Hoc Networks”, in P Gaertner, F Bowden, J Piantadosi & K Mobbs (eds), 22nd National Conference of the Australian Society for Operations Research, Australian Society for Operations Research, pp. 149-155.

Li, J, Liu, J, Toivonen, H, Yong, J 2013, “Effective pruning for the discovery of conditional functional dependencies”, The Computer Journal, vol. 56, pp. 378-392.

Liu, J, Ye, F, Li, J, Wang, J 2013, “On discovery of functional dependencies from data”, Data and Knowledge Engineering, vol. 86, pp. 146-159.

Sattar, AS, Li, J, Ding, X, Liu, J, Vincent, M 2013, “A general framework for privacy preserving data publishing”, Knowledge-Based Systems, vol. 54, pp. 276-287.

Liu, B, Liu, L, Tsykin, A, Goodall, G, Cairns, M, Li, J 2013, “Discovering the functional microRNA-mRNA regulatory modules in heterogeneous data”, in N Back, IR cohen, A Lajtha, JD Lambris & R Paoletti (eds), MicroRNA Cancer Regulation: Advanced Concepts, Bioinformatics and Systems Biology Tools (Advances in Experimental Medicine and Biology), Springer, US, pp. 267-289.

Sattar, AS, Li, J, Ding, X, Liu, J, Vincent, M 2013, “A general framework for privacy preserving data publishing”, Knowledge-Based Systems, vol. 54, pp. 276-287.

Kim, S, Lerat, J, Chen, J, Hughes, J 2013, “An approach for developing and comparing empirical methods to model unaccounted losses in river system models”, in Piantadosi, J., Anderssen, R.S. and Boland, J. (eds), 20th International Congress on Modelling and Simulation, Modelling and Simulation Society of Australia and …, pp. 2910-2916.

Wu, X, Yu, K, Ding, W, Wang, H, Zhu, X 2013, “Online feature selection with streaming features” ‘, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 35, pp. 1178-1192.

Yu, K, Ding, W, Wang, H, Wu, X 2013,” Bridging Causal Relevance and Pattern Discriminability: Mining Emerging Patterns from High-Dimensional Data”, IEEE Transactions on Knowledge and Data Engineering, vol. 25, pp. 2721-2739.

Yu, K, Wu, X, Zhang, Z, Mu, Y, Wang, H, Ding, W 2013, “ Markov blanket feature selection with non-faithful data distributions”, 13th IEEE International Conference on Data Mining, IEEE Press, pp. 857-866.

Liu, B, Liu, L, Tsykin, A, Goodall, G, Cairns, M, Li, J 2013, “Discovering the functional microRNA-mRNA regulatory modules in heterogeneous data”, in N Back, IR cohen, A Lajtha, JD Lambris & R Paoletti (eds), MicroRNA Cancer Regulation: Advanced Concepts, Bioinformatics and Systems Biology Tools (Advances in Experimental Medicine and Biology), Springer, US, pp. 267-289.

Liu, L, Li, J 2013, Building Naïve Bayes classifiers with high-dimensional and small-sized datasets , in Arvin Agah (ed.), Medical Applications of Artificial Intelligence, CRC Press, US, pp. 115-137.

Ding, X, Yu, Q, Li, J, Liu, J, Jin, H 2013, “Distributed anonymization for multiple data providers in a cloud system”, in W Meng, L Feng, S Bressan, W Winiwarter & W Song (eds), 18th International Conference on Database Systems for Advanced Applications, Springer, vol. 7825, pp. 346-360.

Jiao, H, Liu, J, Li, J, Liu, C 2013, “A two-layer multi-dimensional trustworthiness metric for web service composition” , in Y Ishikawa, J Li, W Wang, R Zhang & W Zhang (eds), 15th Asia-Pacific Web Conference on Web Technologies and Applications, Springer, vol. 7808, pp. 151-162.

Li, J, Liu, J, Toivonen, H, Yong, J 2013, “Effective pruning for the discovery of conditional functional dependencies”,The Computer Journal, vol. 56, pp. 378-392.

Liu, J, Ye, F, Li, J, Wang, J 2013, “On discovery of functional dependencies from data”, Data and Knowledge Engineering, vol. 86, pp. 146-159.

2012

Jin, Z, Li, J, Liu, L, Le, TD, Sun, B-Y, Wang, R 2012, “Discovery of causal rules using partial association “, in IEEE (ed.), 2012 IEEE 12th International Conference on Data Mining (ICDM), IEEE Press, pp. 309-318.

Considine, HA, Lee, I, Nafalski, A, Nedic, Z 2012, “Use of robot simulator to enhance robotic peer mentoring programme in pre-tertiary schools “, World Transactions on Engineering and Technology Education, vol. 10, pp. 168-173.

Zhou, J, Lee, I, Thomas, BH, Menassa, R, Farrant, A, SansomeA, 2012, “In-situ support for automotive manufacturing using spatial augmented reality”, The International Journal of Virtual Reality, vol. 11, pp. 33-41.

Mohammad Arif, AS, Du, JT, Lee, I 2012, “Towards a model of collaborative information retrieval in tourism”, in ACM (ed.), Information Interactive in Context Symposium, ACM – Association for Computing Machinery Inc, pp. 258-261.

Baig, MM, Li, J, Liu, J, Ding, X, Wang, H 2012, “Data privacy against composition attack”, Lecture Notes in Computer Science, vol. 7238, pp. 320-334.

Sun, X, Wang, H, Li, J, Zhang, Y 2012, “An approximate microaggregation approach for microdata protection”, Expert Systems with Applications, vol. 39, pp. 2211-2219.

Sun, X, Wang, H, Li, J, Zhang, Y 2012,” Satisfying privacy requirements before data anonymization”, The Computer Journal, vol. 55, pp. 422-437.

Tran, VA, Clemente, JC, Nguyen, Dt, Li, J 2012, “IMPACT: A Novel Clustering Algorithm based on Attraction “, Journal of Computers, vol. 7, pp. 653-665.

Zhang, Q, zhang, J, Gao, J, Jianfeng, H, Yan, X, Ma, L, Zhang, X, Li, J 2012, “A study of the single point mutation loci in the Hepatitis B Virus sequences via optimal risk and preventive sets with weights”, Lecture Notes in Computer Science, vol. 7235, pp. 460-471.

zhang, J, Liu, B, Jianfeng, H, Li, J 2012,” Inferring functional miRNA-mRNA regulatory modules in epithelial-mesenchymal transition with a probabilistic topic model “, Computers in Biology and Medicine, vol. 42, pp. 428-437.

Vincent, M, Liu, J, Mohania, M 2012, “The implication problem for ‘closest node’ functional dependencies in complete XML documents”, Journal of Computer and System Sciences, vol. 78, pp. 1045-1098.

Flavio, F, Hartmann, S, Köhler, H, Link, S, Vincent, M 2012, “Foundations for a Fourth Normal Form over SQL-Like Databases”,

in Antje Düsterhöft,Meike Klettke, Klaus-Dieter Schewe (eds), Conceptual Modelling and Its Theoretical Foundations , Springer, Berlin, pp. 85-100.

Chen, J, Penton, D, Dutta, D 2012, Comparing efficiency of water distributions in heuristic and optimised ordering systems: A case study in Goulburn river system, Hydrology and Water Resources Symposium, Engineers Australia Pty Ltd, pp. 899-906.

Yu, K, Wu, X, Ding, W, Wang, H 2012,  “Exploring causal relationships with streaming features” ,The Computer Journal, vol. 55, pp. 1103-1117.

Yu, K, Ding, W, Simovici, D, Wu, X 2012, “Mining emerging patterns by streaming feature selection”, in Qiang Yang, Deepak Agarwal, Jian Pei (eds), 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, ACM – Association for Computing Machinery Inc, pp. 60-68.

Jiao, H, Liu, J, Li, J, Liu, C 2012, “Give rookies a chance: a trust-based institutional online supplier recommendation framework”, in D. Gritzalis, S. Furnell, and M. Theoharidou (eds), 27th IFIP TC 11 Information Security and Privacy Conference, SEC 2012, Springer, pp. 400-411.

Natarajan, K, Li, J, Liu, J, Koronios, AP 2012, “Rule storage for an efficient rule based inconsistency check”, in Khalid S. Soliman (ed.), 18th IBIMA Conference 2012, IBIMA – International Busines Information Managem…, pp. 2053-2068.

Baig, MM, Li, J, Liu, J, Ding, X, Wang, H 2012, “Data privacy against composition attack”, Lecture Notes in Computer Science, vol. 7238, pp. 320-334.

Liu, J, Liu, C, Haerder, T, Yu, J 2012, “Updating typical XML views”, Lecture Notes in Computer Science, vol. 7238, pp. 126-140.

CONTACTS

D3-08 School of Information Technology and Mathematical Science University of South Australia, Mawson Lakes, SA 5095, Australia.
+61 8 8302 5262
dagunisa@unisa.edu.au
dag-unisa

Data Analytics Group

Data Analytics Group Advanced Computing Research Centre (ACRC) School of Information Technology and Mathematical Science (ITMS) University of South Australia (UniSA)

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