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- affiliation: University of South Australia, Australia
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Journal Articles
- 2024
[j58]Debo Cheng
, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le:
Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey. ACM Comput. Surv. 56(5): 127:1-127:37 (2024)- [j57]Jixue Liu, Jiuyong Li, Lin Liu, Thuc Duy Le, Feiyue Ye, Gefei Li:
Fairmod: making predictions fair in multiple protected attributes. Knowl. Inf. Syst. 66(3): 1861-1884 (2024) - [j56]Stefan Peters, Jixue Liu, Gunnar Keppel, Anna Wendleder, Peiliang Xu:
Detecting Coseismic Landslides in GEE Using Machine Learning Algorithms on Combined Optical and Radar Imagery. Remote. Sens. 16(10): 1722 (2024) - [j55]Zhining Shi, Christopher W. K. Chow, Jing Gao, Ke Xing, Jixue Liu, Jiuyong Li:
Using Surrogate Parameters to Enhance Monitoring of Community Wastewater Management System Performance for Sustainable Operations. Sensors 24(6): 1857 (2024) - [j54]Sha Lu, Eriita G. Jones, Liang Zhao, Yu Sun, A. Kai Qin, Jixue Liu, Jiuyong Li, Prabath Abeysekara, Norman Mueller, Simon Oliver, Jim O'Hehir, Stefan Peters:
Onboard AI for Fire Smoke Detection Using Hyperspectral Imagery: An Emulation for the Upcoming Kanyini Hyperscout-2 Mission. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 9629-9640 (2024) - [j53]Oscar Blessed Deho, Lin Liu, Jiuyong Li, Jixue Liu, Chen Zhan, Srecko Joksimovic:
When the Past != The Future: Assessing the Impact of Dataset Drift on the Fairness of Learning Analytics Models. IEEE Trans. Learn. Technol. 17: 1007-1020 (2024) - [j52]Debo Cheng, Jiuyong Li, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu:
Discovering Ancestral Instrumental Variables for Causal Inference From Observational Data. IEEE Trans. Neural Networks Learn. Syst. 35(8): 11542-11552 (2024) - 2023
- [j51]Michael Bewong, John Wondoh, Selasi Kwashie, Jixue Liu, Lin Liu, Jiuyong Li, Md Zahidul Islam, David Kernot:
DATM: A Novel Data Agnostic Topic Modeling Technique With Improved Effectiveness for Both Short and Long Text. IEEE Access 11: 32826-32841 (2023) - [j50]Jiuyong Li, Lin Liu, Shisheng Zhang, Saisai Ma, Thuc Duy Le, Jixue Liu:
Causal heterogeneity discovery by bottom-up pattern search for personalised decision making. Appl. Intell. 53(7): 8180-8194 (2023) - [j49]Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters:
Personalized Interventions to Increase the Employment Success of People With Disability. IEEE Trans. Big Data 9(6): 1561-1574 (2023) - [j48]Debo Cheng, Jiuyong Li, Lin Liu, Jiji Zhang, Jixue Liu, Thuc Duy Le:
Local Search for Efficient Causal Effect Estimation. IEEE Trans. Knowl. Data Eng. 35(9): 8823-8837 (2023) - [j47]Oscar Blessed Deho, Srecko Joksimovic, Jiuyong Li, Chen Zhan, Jixue Liu, Lin Liu:
Should Learning Analytics Models Include Sensitive Attributes? Explaining the Why. IEEE Trans. Learn. Technol. 16(4): 560-572 (2023) - [j46]Debo Cheng, Jiuyong Li, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu:
Toward Unique and Unbiased Causal Effect Estimation From Data With Hidden Variables. IEEE Trans. Neural Networks Learn. Syst. 34(9): 6108-6120 (2023) - 2022
- [j45]Oscar Blessed Deho, Chen Zhan, Jiuyong Li, Jixue Liu, Lin Liu, Thuc Duy Le:
How do the existing fairness metrics and unfairness mitigation algorithms contribute to ethical learning analytics? Br. J. Educ. Technol. 53(4): 822-843 (2022) - [j44]Debo Cheng, Jiuyong Li, Lin Liu, Thuc Duy Le, Jixue Liu, Kui Yu:
Sufficient dimension reduction for average causal effect estimation. Data Min. Knowl. Discov. 36(3): 1174-1196 (2022) - [j43]Jixue Liu, Jiuyong Li, Lin Liu:
FastOPM - A practical method for partial match of time series. Pattern Recognit. 130: 108808 (2022) - [j42]Liang Zhao, Jixue Liu, Stefan Peters, Jiuyong Li, Simon Oliver, Norman Mueller:
Investigating the Impact of Using IR Bands on Early Fire Smoke Detection from Landsat Imagery with a Lightweight CNN Model. Remote. Sens. 14(13): 3047 (2022) - [j41]Zhining Shi, Christopher W. K. Chow, Rolando Fabris, Jixue Liu, Bo Jin:
Applications of Online UV-Vis Spectrophotometer for Drinking Water Quality Monitoring and Process Control: A Review. Sensors 22(8): 2987 (2022) - 2021
- [j40]Jiuyong Li, Weijia Zhang, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu:
A general framework for causal classification. Int. J. Data Sci. Anal. 11(2): 127-139 (2021) - 2020
- [j39]Jiuyong Li, Lin Liu, Thuc Duy Le, Jixue Liu:
Accurate data-driven prediction does not mean high reproducibility. Nat. Mach. Intell. 2(1): 13-15 (2020) - [j38]Jeffery Ansah, Lin Liu, Wei Kang, Jixue Liu, Jiuyong Li:
Leveraging burst in twitter network communities for event detection. World Wide Web 23(5): 2851-2876 (2020) - 2019
- [j37]Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li, Kim-Kwang Raymond Choo:
A relative privacy model for effective privacy preservation in transactional data. Concurr. Comput. Pract. Exp. 31(23) (2019) - [j36]Xiaofeng Ding, Yangling Ou, Jianhong Jia, Hai Jin, Jixue Liu:
Efficient subgraph search on large anonymized graphs. Concurr. Comput. Pract. Exp. 31(23) (2019) - [j35]Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li:
Privacy preserving serial publication of transactional data. Inf. Syst. 82: 53-70 (2019) - [j34]Hong-Cheu Liu, Jixue Liu:
On the Expressive Power of Logics on Constraint Databases with Complex Objects. J. Comput. Sci. Technol. 34(4): 795-817 (2019) - [j33]Selasi Kwashie, Jixue Liu, Jiuyong Li, Lin Liu, Markus Stumptner, Lujing Yang:
Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs). Proc. VLDB Endow. 12(6): 653-666 (2019) - 2018
- [j32]Tao Hoang, Jixue Liu, Elizabeth Roughead, Nicole Pratt, Jiuyong Li:
Supervised signal detection for adverse drug reactions in medication dispensing data. Comput. Methods Programs Biomed. 161: 25-38 (2018) - [j31]Tao Hoang, Jixue Liu, Nicole Pratt, Vincent W. Zheng, Kevin Chen-Chuan Chang, Elizabeth Roughead, Jiuyong Li:
Authenticity and credibility aware detection of adverse drug events from social media. Int. J. Medical Informatics 120: 101-115 (2018) - [j30]Tao Hoang, Jixue Liu, Nicole Pratt, Vincent W. Zheng, Kevin Chen-Chuan Chang, Elizabeth Roughead, Jiuyong Li:
Authenticity and credibility aware detection of adverse drug events from social media. Int. J. Medical Informatics 120: 157-171 (2018) - 2017
- [j29]Shasi Pokharel, Kim-Kwang Raymond Choo, Jixue Liu:
Can Android VoIP voice conversations be decoded? I can eavesdrop on your Android VoIP communication. Concurr. Comput. Pract. Exp. 29(7) (2017) - [j28]Shasi Pokharel, Kim-Kwang Raymond Choo, Jixue Liu:
Mobile cloud security: An adversary model for lightweight browser security. Comput. Stand. Interfaces 49: 71-78 (2017) - [j27]Jiuyong Li, Lin Liu, Jixue Liu, Ryan Green:
Building Diversified Multiple Trees for classification in high dimensional noisy biomedical data. Health Inf. Sci. Syst. 5(1): 5 (2017) - [j26]Junhu Wang, Jeffrey Xu Yu, Jixue Liu, Chaoyi Pang:
A revised result on chasing tree patterns under schema graphs. Inf. Process. Lett. 119: 19-24 (2017) - [j25]Jiuyong Li, Saisai Ma, Thuc Duy Le, Lin Liu, Jixue Liu:
Causal Decision Trees. IEEE Trans. Knowl. Data Eng. 29(2): 257-271 (2017) - 2016
- [j24]Tao Hoang, Jixue Liu, Nicole Pratt, Vincent W. Zheng, Kevin Chen-Chuan Chang, Elizabeth Roughead, Jiuyong Li:
Detecting signals of detrimental prescribing cascades from social media. Artif. Intell. Medicine 71: 43-56 (2016) - [j23]Jiuyong Li, Muzammil M. Baig, A. H. M. Sarowar Sattar, Xiaofeng Ding, Jixue Liu, Millist W. Vincent:
A hybrid approach to prevent composition attacks for independent data releases. Inf. Sci. 367-368: 324-336 (2016) - [j22]Jiuyong Li, Thuc Duy Le, Lin Liu, Jixue Liu, Zhou Jin, Bing-Yu Sun, Saisai Ma:
From Observational Studies to Causal Rule Mining. ACM Trans. Intell. Syst. Technol. 7(2): 14:1-14:27 (2016) - 2015
- [j21]Youqiang Sun, Jiuyong Li, Jixue Liu, Christopher W. K. Chow, Bing-Yu Sun, Rujing Wang:
Using causal discovery for feature selection in multivariate numerical time series. Mach. Learn. 101(1-3): 377-395 (2015) - [j20]Millist W. Vincent, Jixue Liu, Hong-Cheu Liu, Sebastian Link:
Technical Correspondence: "Differential Dependencies: Reasoning and Discovery" Revisited. ACM Trans. Database Syst. 40(2): 14:1-14:18 (2015) - 2014
- [j19]Youqiang Sun, Jiuyong Li, Jixue Liu, Bing-Yu Sun, Christopher W. K. Chow:
An improvement of symbolic aggregate approximation distance measure for time series. Neurocomputing 138: 189-198 (2014) - [j18]Jiuyong Li, Jixue Liu, Hannu Toivonen, Kenji Satou, Youqiang Sun, Bing-Yu Sun:
Discovering statistically non-redundant subgroups. Knowl. Based Syst. 67: 315-327 (2014) - [j17]A. H. M. Sarowar Sattar, Jiuyong Li, Jixue Liu, Raymond Heatherly, Bradley A. Malin:
A probabilistic approach to mitigate composition attacks on privacy in non-coordinated environments. Knowl. Based Syst. 67: 361-372 (2014) - 2013
- [j16]Jiuyong Li, Jixue Liu, Hannu Toivonen, Jianming Yong:
Effective Pruning for the Discovery of Conditional Functional Dependencies. Comput. J. 56(3): 378-392 (2013) - [j15]Jixue Liu, Feiyue Ye, Jiuyong Li, Junhu Wang:
On discovery of functional dependencies from data. Data Knowl. Eng. 86: 146-159 (2013) - [j14]A. H. M. Sarowar Sattar, Jiuyong Li, Xiaofeng Ding, Jixue Liu, Millist W. Vincent:
A general framework for privacy preserving data publishing. Knowl. Based Syst. 54: 276-287 (2013) - 2012
- [j13]Millist W. Vincent, Jixue Liu, Mukesh K. Mohania:
The implication problem for 'closest node' functional dependencies in complete XML documents. J. Comput. Syst. Sci. 78(4): 1045-1098 (2012) - [j12]Jixue Liu, Jiuyong Li, Chengfei Liu, Yongfeng Chen:
Discover Dependencies from Data - A Review. IEEE Trans. Knowl. Data Eng. 24(2): 251-264 (2012) - 2011
- [j11]Jiuyong Li, Jixue Liu, Muzammil M. Baig, Raymond Chi-Wing Wong:
Information based data anonymization for classification utility. Data Knowl. Eng. 70(12): 1030-1045 (2011) - 2010
- [j10]Md. Sumon Shahriar, Jixue Liu:
Towards the preservation of functional dependency in XML data transformation. Int. J. Intell. Inf. Database Syst. 4(5): 431-461 (2010) - 2009
- [j9]Md. Sumon Shahriar, Jixue Liu:
Preserving key in XML data transformation. Acta Informatica 46(7): 475-507 (2009) - 2007
- [j8]Millist W. Vincent, Jixue Liu, Mukesh K. Mohania:
On the equivalence between FDs in XML and FDs in relations. Acta Informatica 44(3-4): 207-247 (2007) - 2006
- [j7]Chengfei Liu, Millist W. Vincent, Jixue Liu:
Constraint Preserving Transformation from Relational Schema to XML Schema. World Wide Web 9(1): 93-110 (2006) - 2004
- [j6]Jixue Liu, Millist W. Vincent:
Querying relational databases through XSLT. Data Knowl. Eng. 48(1): 103-128 (2004) - [j5]Millist W. Vincent, Jixue Liu:
Irrelevant updates and self-maintainability in transitive closure database views. Inf. Process. Lett. 89(1): 25-29 (2004) - [j4]Millist W. Vincent, Jixue Liu, Chengfei Liu:
Strong functional dependencies and their application to normal forms in XML. ACM Trans. Database Syst. 29(3): 445-462 (2004) - 2003
- [j3]Jixue Liu, Millist W. Vincent:
Derivation of Incremental Equations for PNF Nested Relations. Acta Cybern. 16(1): 93-131 (2003) - [j2]Jixue Liu, Millist W. Vincent, Mukesh K. Mohania:
Maintaining Views in Object-Relational Databases. Knowl. Inf. Syst. 5(1): 50-82 (2003) - 2002
- [j1]Jixue Liu, Millist W. Vincent:
Containment and disjointedness in partitioned normal form relations. Acta Informatica 38(5): 325-342 (2002)
Conference and Workshop Papers
- 2024
- [c97]Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Wentao Gao, Thuc Duy Le:
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders. AAAI 2024: 11480-11488 - [c96]Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le:
Conditional Instrumental Variable Regression with Representation Learning for Causal Inference. ICLR 2024 - [c95]Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Kui Yu:
Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder. ICLR 2024 - 2023
- [c94]Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le:
Causal Inference with Conditional Instruments Using Deep Generative Models. AAAI 2023: 7122-7130 - [c93]Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Ke Wang:
Disentangled Representation for Causal Mediation Analysis. AAAI 2023: 10666-10674 - [c92]Ji-Young Park, Lin Liu, Jixue Liu, Jiuyong Li:
Causal Disentanglement for Adversarial Defense. AI (1) 2023: 315-327 - [c91]Xiongren Chen, Jiuyong Li, Jixue Liu, Stefan Peters, Lin Liu, Thuc Duy Le, Anthony Walsh:
Improve interpretability of Information Bottlenecks for Attribution with Layer-wise Relevance Propagation. IEEE Big Data 2023: 1064-1069 - [c90]Debo Cheng, Yang Xie, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Yinghao Zhang, Zaiwen Feng:
Disentangled Latent Representation Learning for Tackling the Confounding M-Bias Problem in Causal Inference. ICDM 2023: 51-60 - [c89]Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Xiaomei Li, Jixue Liu, Tony Waters:
Stabilising Job Survival Analysis for Disability Employment Services in Unseen Environments. KDD 2023: 4970-4980 - [c88]Oscar Blessed Deho, Srecko Joksimovic, Lin Liu, Jiuyong Li, Chen Zhan, Jixue Liu:
Assessing the Fairness of Course Success Prediction Models in the Face of (Un)equal Demographic Group Distribution. L@S 2023: 48-58 - [c87]Ziqi Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang:
Disentangled Representation with Causal Constraints for Counterfactual Fairness. PAKDD (1) 2023: 471-482 - [c86]Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Thuc Duy Le, Jixue Liu:
Learning Conditional Instrumental Variable Representation for Causal Effect Estimation. ECML/PKDD (1) 2023: 525-540 - 2022
- [c85]Ji-Young Park, Lin Liu, Jixue Liu, Jiuyong Li:
Randomize Adversarial Defense in a Light Way. IEEE Big Data 2022: 1080-1089 - [c84]Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters:
Decision Support for Disability Employment using Counterfactual Survival Analysis. IEEE Big Data 2022: 2103-2112 - [c83]Oscar Blessed Deho, Lin Liu, Srecko Joksimovic, Jiuyong Li, Chen Zhan, Jixue Liu:
Assessing the Causal Impact of Online Instruction due to COVID-19 on Students' Grades and its aftermath on Grade Prediction Models. GoodIT 2022: 32-38 - [c82]Debo Cheng, Jiuyong Li, Lin Liu, Jiji Zhang, Thuc Duy Le, Jixue Liu:
Ancestral Instrument Method for Causal Inference without Complete Knowledge. IJCAI 2022: 4843-4849 - [c81]Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters:
What is the Most Effective Intervention to Increase Job Retention for this Disabled Worker? KDD 2022: 3981-3991 - [c80]Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters:
Recommending Personalized Interventions to Increase Employability of Disabled Jobseekers. PAKDD (3) 2022: 92-104 - [c79]Zhenlong Xu, Ziqi Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang:
Assessing Classifier Fairness with Collider Bias. PAKDD (2) 2022: 262-276 - 2021
- [c78]Ji-Young Park, Lin Liu, Jiuyong Li, Jixue Liu:
Training Neural Networks with Random Noise Images for Adversarial Robustness. CIKM 2021: 3358-3362 - [c77]Sha Lu, Lin Liu, Jiuyong Li, Thuc Duy Le, Jixue Liu:
Divide and Conquer: Targeted Adversary Detection using Proximity and Dependency. ICBK 2021: 125-132 - [c76]Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters:
Recommending the Most Effective Intervention to Improve Employment for Job Seekers with Disability. KDD 2021: 3616-3626 - 2020
- [c75]Jixue Liu, Jiuyong Li, Feiyue Ye, Lin Liu, Thuc Duy Le, Ping Xiong, Hong-Cheu Liu:
Building Fair Predictive Models. Australasian Conference on Artificial Intelligence 2020: 216-229 - [c74]Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters:
Intervention Recommendation for Improving Disability Employment. IEEE BigData 2020: 1671-1680 - [c73]Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu, Kui Yu, Thuc Duy Le:
Causal Query in Observational Data with Hidden Variables. ECAI 2020: 2551-2558 - [c72]Sha Lu, Lin Liu, Jiuyong Li, Thuc Duy Le, Jixue Liu:
LoPAD: A Local Prediction Approach to Anomaly Detection. PAKDD (2) 2020: 660-673 - [c71]Md. Zahidul Islam, Jixue Liu, Jiuyong Li, Lin Liu, Wei Kang:
Evidence Weighted Tree Ensembles for Text Classification. SIGIR 2020: 1737-1740 - 2019
- [c70]Md. Zahidul Islam, Jixue Liu, Jiuyong Li, Lin Liu, Wei Kang:
A Semantics Aware Random Forest for Text Classification. CIKM 2019: 1061-1070 - [c69]Md. Zahidul Islam, Jixue Liu, Lin Liu, Jiuyong Li, Wei Kang:
Semantic Explanations in Ensemble Learning. PAKDD (1) 2019: 29-41 - 2018
- [c68]Jeffery Ansah, Wei Kang, Lin Liu, Jixue Liu, Jiuyong Li:
Information Propagation Trees for Protest Event Prediction. PAKDD (3) 2018: 777-789 - [c67]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 - [c66]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 - 2017
- [c65]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 - [c64]Markus Stumptner, Wolfgang Mayer, Georg Grossmann, Jixue Liu, Wenhao Li, Pompeu Casanovas, Louis de Koker, Danuta Mendelson, David Watts, Bridget Bainbridge:
An Architecture for Establishing Legal Semantic Workflows in the Context of Integrated Law Enforcement. AICOL 2017: 124-139 - [c63]Jiuyong Li, Jixue Liu, Lin Liu, Thuc Duy Le, Saisai Ma, Yizhao Han:
Discrimination detection by causal effect estimation. IEEE BigData 2017: 1087-1094 - [c62]Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li:
Utility Aware Clustering for Publishing Transactional Data. PAKDD (2) 2017: 481-494 - [c61]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 - 2016
- [c60]Hamidu Abdel-Fatao, Jiuyong Li, Jixue Liu, Ashfaqur Rahman:
An Effective Spatio-Temporal Approach for Predicting Future Semantic Locations. ADC 2016: 283-294 - 2015
- [c59]Selasi Kwashie, Jixue Liu, Jiuyong Li, Feiyue Ye:
Conditional Differential Dependencies (CDDs). ADBIS 2015: 3-17 - [c58]Selasi Kwashie, Jixue Liu, Jiuyong Li, Feiyue Ye:
Efficient Discovery of Differential Dependencies Through Association Rules Mining. ADC 2015: 3-15 - [c57]Hamidu Abdel-Fatao, Jiuyong Li, Jixue Liu:
Unifying Spatial, Temporal and Semantic Features for an Effective GPS Trajectory-Based Location Recommendation. ADC 2015: 41-53 - [c56]Vincent Mwintieru Nofong, Jixue Liu, Jiuyong Li:
Efficient Mining of Non-derivable Emerging Patterns. ADC 2015: 244-256 - [c55]Hamidu Abdel-Fatao, Jiuyong Li, Jixue Liu:
STMM: Semantic and Temporal-Aware Markov Chain Model for Mobility Prediction. ICDS 2015: 103-111 - 2014
- [c54]Selasi Kwashie, Jixue Liu, Jiuyong Li, Feiyue Ye:
Mining Differential Dependencies: A Subspace Clustering Approach. ADC 2014: 50-61 - [c53]Vincent Mwintieru Nofong, Jixue Liu, Jiuyong Li:
A Study on the Applications of Emerging Sequential Patterns. ADC 2014: 62-73 - [c52]Hong-Cheu Liu, Millist W. Vincent, Jixue Liu, Jiuyong Li:
Logics for Representing Data Mining Tasks in Inductive Databases. ADC 2014: 214-222 - [c51]Xiaofeng Ding, Jianhong Jia, Jiuyong Li, Jixue Liu, Hai Jin:
Top-k Similarity Matching in Large Graphs with Attributes. DASFAA (2) 2014: 156-170 - 2013
- [c50]Han Jiao, Jixue Liu, Jiuyong Li, Chengfei Liu:
A Two-Layer Multi-dimensional Trustworthiness Metric for Web Service Composition. APWeb 2013: 151-162 - [c49]Xiaofeng Ding, Qing Yu, Jiuyong Li, Jixue Liu, Hai Jin:
Distributed Anonymization for Multiple Data Providers in a Cloud System. DASFAA (1) 2013: 346-360 - [c48]Jiuyong Li, Thuc Duy Le, Lin Liu, Jixue Liu, Zhou Jin, Bing-Yu Sun:
Mining Causal Association Rules. ICDM Workshops 2013: 114-123 - [c47]Huawen Liu, Jiuyong Li, Lin Liu, Jixue Liu, Ivan Lee, Jianmin Zhao:
Exploring Groups from Heterogeneous Data via Sparse Learning. PAKDD (1) 2013: 556-567 - 2012
- [c46]Jixue Liu, Chengfei Liu, Theo Härder, Jeffrey Xu Yu:
Updating Typical XML Views. DASFAA (1) 2012: 126-140 - [c45]Muzammil M. Baig, Jiuyong Li, Jixue Liu, Xiaofeng Ding, Hua Wang:
Data Privacy against Composition Attack. DASFAA (1) 2012: 320-334 - [c44]Han Jiao, Jixue Liu, Jiuyong Li, Chengfei Liu:
Give Rookies A Chance: A Trust-Based Institutional Online Supplier Recommendation Framework. SEC 2012: 400-411 - 2011
- [c43]Feiyue Ye, Jixue Liu, Jin Qian, Yuxi Shi:
Discovering Association Rules Change from Large Databases. AICI (1) 2011: 388-395 - [c42]Muzammil M. Baig, Jiuyong Li, Jixue Liu, Hua Wang:
Cloning for privacy protection in multiple independent data publications. CIKM 2011: 885-894 - [c41]Rui Zhou, Chengfei Liu, Jianxin Li, Junhu Wang, Jixue Liu:
Evaluating Contained Rewritings for XPath Queries on Materialized Views. DASFAA (1) 2011: 481-495 - [c40]Md. Sumon Shahriar, Jixue Liu:
On mining association rules with semantic constraints in XML. ICDIM 2011: 1-5 - [c39]Han Jiao, Jixue Liu, Jiuyong Li:
Recognize Trustworthy Web Services Via Institutions. ICEIS (4) 2011: 187-190 - [c38]Han Jiao, Jixue Liu, Jiuyong Li, Chengfei Liu:
A Framework for Reputation Bootstrapping Based on Reputation Utility and Game Theories. TrustCom 2011: 344-351 - 2010
- [c37]Md. Sumon Shahriar, Jixue Liu:
Semantic Constraint-Based XML Updating. FGIT-DTA/BSBT 2010: 100-109 - 2009
- [c36]Md. Sumon Shahriar, Jixue Liu:
Towards Evolving Constraints in Data Transformation for XML Data Warehousing. ADBIS (Workshops) 2009: 79-86 - [c35]Md. Sumon Shahriar, Jixue Liu:
Checking Satisfactions of XML Referential Integrity Constraints. AMT 2009: 148-159 - [c34]Muzammil M. Baig, Jiuyong Li, Jixue Liu, Hua Wang:
Studying Genotype-Phenotype Attack on k-anonymised Medical and Genomic Data. AusDM 2009: 159-166 - [c33]Md. Sumon Shahriar, Jixue Liu:
Preserving Referential Integrity Constraints in XML Data Transformation. FGIT-DTA 2009: 57-65 - [c32]Md. Sumon Shahriar, Jixue Liu:
Transformation of Data with Constraints for Integration: An Information System Approach. FGIT-DTA 2009: 74-81 - [c31]Md. Sumon Shahriar, Jixue Liu:
On the Performances of Checking XML Key and Functional Dependency Satisfactions. OTM Conferences (2) 2009: 1254-1271 - [c30]Md. Sumon Shahriar, Jixue Liu:
On Defining Functional Dependency for XML. ICSC 2009: 595-600 - 2008
- [c29]Md. Sumon Shahriar, Jixue Liu:
Preserving Functional Dependency in XML Data Transformation. ADBIS 2008: 262-278 - [c28]Jianxin Li, Chengfei Liu, Jeffrey Xu Yu, Jixue Liu, Guoren Wang, Chi Yang:
Computing Structural Similarity of Source XML Schemas against Domain XML Schema. ADC 2008: 155-164 - [c27]Jiashen Tian, Jixue Liu, Weidong Pan, Millist W. Vincent, Chengfei Liu:
Performance Analysis and Improvement for Transformation Operators in XML Data Integration. APWeb 2008: 214-226 - [c26]Md. Sumon Shahriar, Jixue Liu:
Key Preserving P2P Data Transformation in XML. DBISP2P 2008: 42-54 - [c25]Weidong Pan, Jixue Liu, Jiashen Tian:
An Implementation of XML Data Integration. ICEIS (1) 2008: 111-116 - 2006
- [c24]Jixue Liu, Ho-Hyun Park, Millist W. Vincent, Chengfei Liu:
A Formalism of XML Restructuring Operations. ASWC 2006: 126-132 - 2005
- [c23]Jixue Liu, Millist W. Vincent, Chengfei Liu, Mukesh K. Mohania:
Checking Multivalued Dependencies in XML. APWeb 2005: 320-332 - [c22]Jixue Liu, Zhuoyun Ao, Ho-Hyun Park, Yongfeng Chen:
An XML Approach to Semantically Extract Data from HTML Tables. DEXA 2005: 696-705 - [c21]Yong-Il Kwon, Ho-Hyun Park, Jixue Liu, Mario A. Nascimento:
Radial Projection: A Feature Extraction Method for Topographical Shapes. PCM (1) 2005: 582-593 - [c20]Millist W. Vincent, Jixue Liu:
Checking Functional Dependency Satisfaction in XML. XSym 2005: 4-17 - 2004
- [c19]Millist W. Vincent, Michael Schrefl, Jixue Liu, Chengfei Liu, Solen Dogen:
Generalized Inclusion Dependencies in XML. APWeb 2004: 224-233 - [c18]Millist W. Vincent, Jixue Liu, Chengfei Liu:
Redundancy Free Mappings from Relations to XML. WAIM 2004: 346-356 - 2003
- [c17]Millist W. Vincent, Jixue Liu:
Functional Dependencies for XML. APWeb 2003: 22-34 - [c16]Chengfei Liu, Jixue Liu, Minyi Guo:
On Transformation to Redundancy Free XML Schema from Relational Database Schema. APWeb 2003: 35-46 - [c15]Millist W. Vincent, Jixue Liu:
Multivalued Dependencies in XML. BNCOD 2003: 4-18 - [c14]Chengfei Liu, Minyi Guo, Jixue Liu:
Accessing Relational Databases via XML Schema. CAiSE Short Paper Proceedings 2003 - [c13]Millist W. Vincent, Jixue Liu:
Multivalued Dependencies and a 4NF for XML. CAiSE 2003: 14-29 - [c12]Jixue Liu, Millist W. Vincent, Chengfei Liu:
Functional Dependencies, from Relational to XML. Ershov Memorial Conference 2003: 531-538 - [c11]Jixue Liu, Millist W. Vincent:
Query Translation from XSLT to SQL. IDEAS 2003: 87-97 - [c10]Millist W. Vincent, Jixue Liu, Chengfei Liu:
Redundancy Free Mappings from Relations to XML. WAIM 2003: 55-67 - [c9]Jixue Liu, Millist W. Vincent, Chengfei Liu:
Local XML functional dependencies. WIDM 2003: 23-28 - [c8]Chengfei Liu, Millist W. Vincent, Jixue Liu, Minyi Guo:
A Virtual XML Database Engine for Relational Databases. Xsym 2003: 37-51 - [c7]Millist W. Vincent, Jixue Liu, Chengfei Liu:
A Redundancy Free 4NF for XML. Xsym 2003: 254-266 - 2002
- [c6]Jixue Liu, Chengfei Liu:
A Declarative Way of Extracting XML Data in XSL. ADBIS 2002: 374-387 - 2001
- [c5]Jixue Liu, Millist W. Vincent:
Derivation of incremental equations for nested relations. ADC 2001: 76-82 - 2000
- [c4]Jixue Liu, Millist W. Vincent, Mukesh K. Mohania:
Maintaining Views in Object-relational Databases. CIKM 2000: 102-109 - [c3]Jixue Liu, Millist W. Vincent, Mukesh K. Mohania:
Implementation and Performance Analysis of Incremental Equations for Nested Relations. IDEAS 2000: 398-404 - 1999
- [c2]Jixue Liu, Millist W. Vincent, Mukesh K. Mohania:
Incremental Evaluation of Nest and Unnest Operators in Nested Relations. CODAS 1999: 264-275 - [c1]Jixue Liu, Millist W. Vincent, Mukesh K. Mohania:
Incremental Maintenance of Nested Relational Views. IDEAS 1999: 197-205
Parts in Books or Collections
- 2015
- [p2]Jiuyong Li, Sarowar A. Sattar, Muzammil M. Baig, Jixue Liu, Raymond Heatherly, Qiang Tang, Bradley A. Malin:
Methods to Mitigate Risk of Composition Attack in Independent Data Publications. Medical Data Privacy Handbook 2015: 179-200 - 2010
- [p1]Muzammil M. Baig, Jiuyong Li, Jixue Liu, Hua Wang, Junhu Wang:
Privacy Protection for Genomic Data: Current Techniques and Challenges. Advances in Intelligent Information Systems 2010: 175-193
Editorship
- 2019
- [e1]Jixue Liu, James Bailey:
AI 2019: Advances in Artificial Intelligence - 32nd Australasian Joint Conference, Adelaide, SA, Australia, December 2-5, 2019, Proceedings. Lecture Notes in Computer Science 11919, Springer 2019, ISBN 978-3-030-35287-5 [contents]
Informal and Other Publications
- 2024
- [i36]Jixue Liu, Jiuyong Li, Stefan Peters, Liang Zhao:
A transformer boosted UNet for smoke segmentation in complex backgrounds in multispectral LandSat imagery. CoRR abs/2406.13105 (2024) - [i35]Wentao Gao, Jiuyong Li, Debo Cheng, Lin Liu, Jixue Liu, Thuc Duy Le, Xiaojing Du, Xiongren Chen, Yanchang Zhao, Yun Chen:
A Deconfounding Approach to Climate Model Bias Correction. CoRR abs/2408.12063 (2024) - [i34]Oscar Blessed Deho, Michael Bewong, Selasi Kwashie, Jiuyong Li, Jixue Liu, Lin Liu, Srecko Joksimovic:
Is it Still Fair? A Comparative Evaluation of Fairness Algorithms through the Lens of Covariate Drift. CoRR abs/2409.12428 (2024) - [i33]Wentao Gao, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le, Debo Cheng, Yanchang Zhao, Yun Chen:
TSI: A Multi-View Representation Learning Approach for Time Series Forecasting. CoRR abs/2409.19871 (2024) - 2023
- [i32]Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Ke Wang:
Disentangled Representation for Causal Mediation Analysis. CoRR abs/2302.09694 (2023) - [i31]Jiuyong Li, Lin Liu, Ziqi Xu, Ha Xuan Tran, Thuc Duy Le, Jixue Liu:
Linking a predictive model to causal effect estimation. CoRR abs/2304.04566 (2023) - [i30]Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Kui Yu:
Causal Effect Estimation with Variational AutoEncoder and the Front Door Criterion. CoRR abs/2304.11969 (2023) - [i29]Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Thuc Duy Le, Jixue Liu:
Learning Conditional Instrumental Variable Representation for Causal Effect Estimation. CoRR abs/2306.12453 (2023) - [i28]Liang Zhao, Jixue Liu, Stefan Peters, Jiuyong Li, Norman Mueller, Simon Oliver:
Learning Class-Specific Spectral Patterns to Improve Deep Learning Based Scene-Level Fire Smoke Detection from Multi-Spectral Satellite Imagery. CoRR abs/2310.01711 (2023) - [i27]Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le:
Conditional Instrumental Variable Regression with Representation Learning for Causal Inference. CoRR abs/2310.01865 (2023) - [i26]Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Kui Yu:
Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder. CoRR abs/2310.01937 (2023) - [i25]Debo Cheng, Yang Xie, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Yinghao Zhang, Zaiwen Feng:
Disentangled Latent Representation Learning for Tackling the Confounding M-Bias Problem in Causal Inference. CoRR abs/2312.05404 (2023) - [i24]Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Wentao Gao, Thuc Duy Le:
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders. CoRR abs/2312.07175 (2023) - 2022
- [i23]Debo Cheng, Jiuyong Li, Lin Liu, Jiji Zhang, Thuc Duy Le, Jixue Liu:
Ancestral instrument method for causal inference without a causal graph. CoRR abs/2201.03810 (2022) - [i22]Debo Cheng, Jiuyong Li, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu:
Discovering Ancestral Instrumental Variables for Causal Inference from Observational Data. CoRR abs/2206.01931 (2022) - [i21]Jiuyong Li, Ha Xuan Tran, Thuc Duy Le, Lin Liu, Kui Yu, Jixue Liu:
Explanatory causal effects for model agnostic explanations. CoRR abs/2206.11529 (2022) - [i20]Ziqi Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang:
Disentangled Representation with Causal Constraints for Counterfactual Fairness. CoRR abs/2208.09147 (2022) - [i19]Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le:
Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey. CoRR abs/2208.09590 (2022) - [i18]Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le:
Causal Inference with Conditional Instruments using Deep Generative Models. CoRR abs/2211.16246 (2022) - 2020
- [i17]Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu, Kui Yu, Thuc Duy Le:
Causal query in observational data with hidden variables. CoRR abs/2001.10269 (2020) - [i16]Debo Cheng, Jiuyong Li, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu:
Towards precise causal effect estimation from data with hidden variables. CoRR abs/2002.10091 (2020) - [i15]Jiuyong Li, Weijia Zhang, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu:
A general framework for causal classification. CoRR abs/2003.11940 (2020) - [i14]Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu:
Sufficient Dimension Reduction for Average Causal Effect Estimation. CoRR abs/2009.06444 (2020) - [i13]Zhenlong Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang:
Assessing the Fairness of Classifiers with Collider Bias. CoRR abs/2010.03933 (2020) - [i12]Sha Lu, Lin Liu, Jiuyong Li, Thuc Duy Le, Jixue Liu:
Dependency-based Anomaly Detection: Framework, Methods and Benchmark. CoRR abs/2011.06716 (2020) - 2019
- [i11]Jiuyong Li, Saisai Ma, Lin Liu, Thuc Duy Le, Jixue Liu, Yizhao Han:
Identify treatment effect patterns for personalised decisions. CoRR abs/1906.06080 (2019) - [i10]Jixue Liu, Selasi Kwashie, Jiuyong Li, Lin Liu, Michael Bewong:
Linking Graph Entities with Multiplicity and Provenance. CoRR abs/1908.04464 (2019) - 2018
- [i9]Jixue Liu, Jiuyong Li, Lin Liu, Thuc Duy Le, Feiyue Ye, Gefei Li:
FairMod - Making Predictive Models Discrimination Aware. CoRR abs/1811.01480 (2018) - [i8]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
- [i7]Markus Stumptner, Wolfgang Mayer, Georg Grossmann, Jixue Liu, Wenhao Li, Pompeu Casanovas, Louis de Koker, Danuta Mendelson, David Watts, Bridget Bainbridge:
An Architecture for Establishing Legal Semantic Workflows in the Context of Integrated Law Enforcement. CoRR abs/1708.06613 (2017) - 2016
- [i6]Jiuyong Li, Lin Liu, Jixue Liu, Ryan Green:
Building Diversified Multiple Trees for Classification in High Dimensional Noise Data. CoRR abs/1612.05888 (2016) - 2015
- [i5]Jiuyong Li, Saisai Ma, Thuc Duy Le, Lin Liu, Jixue Liu:
Causal Decision Trees. CoRR abs/1508.03812 (2015) - [i4]Jiuyong Li, Thuc Duy Le, Lin Liu, Jixue Liu, Zhou Jin, Bing-Yu Sun, Saisai Ma:
From Observational Studies to Causal Rule Mining. CoRR abs/1508.03819 (2015) - 2013
- [i3]Jixue Liu, Chengfei Liu, Theo Härder, Jeffrey Xu Yu:
Update XML Views. CoRR abs/1302.1923 (2013) - [i2]Jixue Liu, Selasi Kwashie, Jiuyong Li, Feiyue Ye, Millist W. Vincent:
Discovery of Approximate Differential Dependencies. CoRR abs/1309.3733 (2013) - 2003
- [i1]Millist W. Vincent, Jixue Liu:
Completeness and Decidability Properties for Functional Dependencies in XML. CoRR cs.DB/0301017 (2003)
Coauthor Index
[j58] [j57] [j52] [j50] [j49] [j48] [j46] [j45] [j44] [j40] [j39] [j25] [j22] [c97] [c96] [c94] [c91] [c89] [c86] [c84] [c82] [c81] [c80] [c77] [c76] [c75] [c74] [c73] [c72] [c63] [c48] [i35] [i33] [i31] [i29] [i27] [i24] [i23] [i22] [i21] [i19] [i18] [i17] [i16] [i15] [i12] [i11] [i9] [i8] [i5] [i4]
[j58] [j57] [j55] [j54] [j53] [j52] [j51] [j50] [j49] [j48] [j47] [j46] [j45] [j44] [j43] [j42] [j40] [j39] [j38] [j37] [j35] [j33] [j32] [j31] [j30] [j27] [j25] [j24] [j23] [j22] [j21] [j19] [j18] [j17] [j16] [j15] [j14] [j12] [j11] [c97] [c96] [c95] [c94] [c93] [c92] [c91] [c90] [c89] [c88] [c87] [c86] [c85] [c84] [c83] [c82] [c81] [c80] [c79] [c78] [c77] [c76] [c75] [c74] [c73] [c72] [c71] [c70] [c69] [c68] [c67] [c66] [c65] [c63] [c62] [c61] [c60] [c59] [c58] [c57] [c56] [c55] [c54] [c53] [c52] [c51] [c50] [c49] [c48] [c47] [c45] [c44] [c42] [c39] [c38] [c34] [p2] [p1] [i36] [i35] [i34] [i33] [i32] [i31] [i30] [i29] [i28] [i27] [i26] [i25] [i24] [i23] [i22] [i21] [i20] [i19] [i18] [i17] [i16] [i15] [i14] [i13] [i12] [i11] [i10] [i9] [i8] [i6] [i5] [i4] [i2]
[j58] [j57] [j53] [j52] [j51] [j50] [j49] [j48] [j47] [j46] [j45] [j44] [j43] [j40] [j39] [j38] [j37] [j35] [j33] [j27] [j25] [j22] [c97] [c96] [c95] [c94] [c93] [c92] [c91] [c90] [c89] [c88] [c87] [c86] [c85] [c84] [c83] [c82] [c81] [c80] [c79] [c78] [c77] [c76] [c75] [c74] [c73] [c72] [c71] [c70] [c69] [c68] [c67] [c66] [c65] [c63] [c62] [c61] [c48] [c47] [i35] [i34] [i33] [i32] [i31] [i30] [i29] [i27] [i26] [i25] [i24] [i23] [i22] [i21] [i20] [i19] [i18] [i17] [i16] [i15] [i14] [i13] [i12] [i11] [i10] [i9] [i8] [i6] [i5] [i4]
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