Dr Jixue Liu's research and teaching areas are mainly in database and data mining areas. His research topics are in text and sequence data analytics, data integration and entity resolution, dependency theory and discovery, privacy, XML, etc. He teaches database and data mining courses. He taught programming, Web development, and XML courses.
About me
Dr Jixue Liu's research and teaching areas are mainly in database and data mining areas. His research topics are in text and sequence data analytics, data integration and entity resolution, dependency theory and discovery, privacy, XML, etc. He teaches database and data mining courses. He taught programming, Web development, and XML courses.
About me
Doctor of Philosophy University of South Australia
Master of Engineering Beijing University of Science and Technology
Bachelor of Engineering Xian University of Architecture and Technology
Publications http://sites.google.com/site/jixueliu/publications
Major Projects
* 2020-2022 ARC DP200101210 Fairness aware data mining for discrimination-free decision-making. Chief investigator.
* 2020-2023 ARC IC190100017 ARC Training Centre for Integrated Operations for Complex Resources. Chief investigator.
* 2016-2018 D2D CRC Project Lead: Entity Linking and Resolution.
* 2016-2018 D2D CRC Project Investigator: Beating the News.
* ARC Discovery Grant 2008-2010: XML views of relational databases: semantics and update problems
* 2005-2007 Australia Research Council (ARC) Discovery Project: Constraint in XML data Integration
* 2006 Australia Research Council (ARC) Discovery Project: Normalizing XML documents.
... Read moreResearch
Excludes commercial-in-confidence projects.
ARC Training Centre for Integrated Operations for Complex Resources, ARC - Industrial Transformation Training Centres, 27/08/2020 - 26/08/2024
SmartSat P2-38: Energy-efficient on-board AI for early fire-smoke detection, SmartSat CRC, 01/03/2022 - 30/10/2023
SmartSat 3-07s: Satellite image-based smoke detection for bush fire detection - Liang Zhao, SmartSat CRC, 05/10/2020 - 04/10/2023
Int Policing: Entity Linking & Resolution, D2D CRC Limited, 01/01/2016 - 31/12/2019
D2D CRC Limited Scholarship, D2D CRC Limited, 28/11/2016 - 30/11/2019
D2D CRC Limited Scholarship, D2D CRC Limited, 16/03/2016 - 30/09/2019
Interpretable classification and prediction of civil unrest events, D2D CRC Limited, 25/07/2016 - 30/07/2018
Online Monitoring Guidance Manual Incorporating Decision Support Tools for Superior Process Performance WRA Project Number: 1075-13, Water Research Australia, 17/11/2014 - 31/12/2017
Research
Research outputs for the last seven years are shown below. Some long-standing staff members may have older outputs included. To see earlier years visit ORCID, ResearcherID or Scopus
Open access indicates that an output is open access.
Year | Output |
---|---|
2023 |
|
2022 |
Open access
1
|
2015 |
Open access
3
6
|
2015 |
6
|
2010 |
|
Year | Output |
---|---|
2023 |
Open access
|
2023 |
Open access
|
2023 |
Open access
|
2023 |
Open access
3
|
2023 |
1
|
2023 |
|
2022 |
Open access
3
1
1
|
2022 |
Open access
1
|
2022 |
7
5
1
|
2022 |
Open access
2
|
2022 |
Open access
10
4
3
|
2022 |
Open access
18
14
1
|
2022 |
10
8
|
2022 |
Open access
7
5
1
|
2021 |
3
4
|
2021 |
Open access
1
1
1
|
2021 |
7
3
|
2020 |
Open access
10
6
|
2020 |
23
20
80
|
2020 |
Open access
|
2020 |
21
20
|
2019 |
Open access
8
7
|
2019 |
Open access
6
5
|
2019 |
1
|
2019 |
Open access
19
14
|
2019 |
|
2019 |
Open access
23
20
|
2018 |
Open access
19
16
|
2018 |
Open access
5
3
1
|
2018 |
Open access
19
17
2
|
2017 |
Open access
3
|
2017 |
Open access
39
28
1
|
2017 |
4
3
1
|
2017 |
13
11
|
2017 |
Open access
|
2016 |
Open access
12
11
3
|
2016 |
Open access
26
16
|
2016 |
Open access
31
12
1
|
2015 |
Open access
3
3
1
|
2014 |
14
12
|
2014 |
Open access
|
2014 |
Open access
21
15
|
2014 |
Open access
55
46
3
|
2014 |
108
77
3
|
2013 |
|
2013 |
Open access
19
9
|
2013 |
1
|
2013 |
5
5
|
2013 |
32
23
|
2012 |
10
|
2012 |
Open access
107
68
|
2012 |
Open access
2
|
2012 |
Open access
7
5
|
2011 |
33
25
|
2009 |
|
2009 |
|
2009 |
|
Year | Output |
---|---|
2023 |
Open access
|
2023 |
|
2023 |
|
2023 |
Open access
|
2022 |
Open access
|
2022 |
|
2022 |
Open access
|
2022 |
Open access
1
|
2022 |
Open access
|
2022 |
Open access
|
2021 |
|
2021 |
Open access
|
2021 |
Open access
3
2
|
2021 |
Open access
4
1
31
|
2020 |
Open access
4
|
2020 |
|
2020 |
Open access
|
2020 |
1
|
2019 |
Open access
17
|
2019 |
Open access
|
2019 |
Open access
42
|
2019 |
2
|
2019 |
Open access
|
2018 |
8
|
2018 |
5
|
2018 |
3
|
2018 |
Open access
|
2017 |
7
|
2017 |
Open access
6
2
|
2017 |
2
|
2017 |
Open access
8
6
1
|
2017 |
Open access
7
5
|
2016 |
6
6
|
2016 |
|
2016 |
|
2015 |
7
4
|
2015 |
8
4
|
2015 |
1
|
2014 |
12
8
|
2014 |
9
6
|
2014 |
|
2014 |
4
2
|
2013 |
10
|
2013 |
2
|
2013 |
35
28
5
|
2012 |
Open access
2
2
|
2012 |
|
2011 |
16
|
2011 |
|
2011 |
Open access
13
10
|
2011 |
|
2011 |
Open access
6
|
2011 |
|
2011 |
1
|
2009 |
Open access
2
|
2009 |
2
|
2009 |
|
2009 |
Shahriar, MS & Liu, J 2009, 'On defining functional dependency for XML', in IEEE, IEEE, pp. 595-600.
Open access
9
4
|
2009 |
3
1
|
2009 |
|
2009 |
Open access
|
2009 |
|
2008 |
2
|
2008 |
7
1
|
2008 |
3
1
|
2008 |
Open access
7
2
|
2008 |
Open access
3
|
2008 |
7
4
|
2008 |
|
2008 |
Open access
1
|
2008 |
4
2
|
Research
Publications http://sites.google.com/site/jixueliu/publications
Major Projects
* 2020-2022 ARC DP200101210 Fairness aware data mining for discrimination-free decision-making. Chief investigator.
* 2020-2023 ARC IC190100017 ARC Training Centre for Integrated Operations for Complex Resources. Chief investigator.
* 2016-2018 D2D CRC Project Lead: Entity Linking and Resolution.
* 2016-2018 D2D CRC Project Investigator: Beating the News.
* ARC Discovery Grant 2008-2010: XML views of relational databases: semantics and update problems
* 2005-2007 Australia Research Council (ARC) Discovery Project: Constraint in XML data Integration
* 2006 Australia Research Council (ARC) Discovery Project: Normalizing XML documents.
Areas and topics
* Fairness/discrimination detection in algorithms and fair algorithms
* Privacy preserving data publication in relational databases and text data.
* Analytics in time series and text data.
* dependency discovery from relational, XML and web data
* XML based research: XML functional dependencies,mapping between XML and relational databases with regard to schemas and constraints; XML design theory in terms of normal forms; translation between XSLT and SQL; XML view update
* XML data transformation and integration. It studies how XML data can be transformed to a required format without information loss and how multiple XML documents can be integrated while keys are preserved and satisfied.
External engagement & recognition
Organisation | Country |
---|---|
Advanced Digital Sciences Center | SINGAPORE |
Charles Sturt University | AUSTRALIA |
Chinese Academy of Sciences | CHINA |
Chinese University of Hong Kong | HONG KONG |
Consilium Technology | AUSTRALIA |
CSIRO Australia (Commonwealth Scientific Industrial Research Organisation) | AUSTRALIA |
CSIRO Data61 | AUSTRALIA |
Data to Decisions CRC | AUSTRALIA |
Deakin University | AUSTRALIA |
Defence Science and Technology Group | AUSTRALIA |
Geoscience Australia | AUSTRALIA |
Griffith University | AUSTRALIA |
Guangxi University of Finance and Economics | CHINA |
Heifei University of Technology | CHINA |
Hong Kong Baptist University | HONG KONG |
Hong Kong University of Science and Technology | HONG KONG |
Huazhong University of Science and Technology | CHINA |
IBM | AUSTRALIA |
InterSect Alliance International | AUSTRALIA |
Jiangsu University | CHINA |
Jiangsu University of Technology | CHINA |
Kaiserslautern University of Technology | GERMANY |
Kanazawa University | JAPAN |
La Trobe University | AUSTRALIA |
Maxima Training Group (Aust) Ltd. | AUSTRALIA |
National Measurement Institute | AUSTRALIA |
SA Water Corporation | AUSTRALIA |
Simon Fraser University | CANADA |
South Australia Water Corporation | AUSTRALIA |
Swinburne University of Technology | AUSTRALIA |
Tasmanian ICT Centre | AUSTRALIA |
University of Adelaide | AUSTRALIA |
University of Auckland | NEW ZEALAND |
University of Helsinki | FINLAND |
University of Illinois at Urbana-Champaign | UNITED STATES |
University of Luxembourg | LUXEMBOURG |
University of Melbourne | AUSTRALIA |
University of New South Wales | AUSTRALIA |
University of Science and Technology of China | CHINA |
University of South Australia | AUSTRALIA |
University of Southern Queensland | AUSTRALIA |
University of Technology Sydney | AUSTRALIA |
Vanderbilt University | UNITED STATES |
Victoria University | AUSTRALIA |
Water Corporation | AUSTRALIA |
Xian Highway University | CHINA |
Xi'an University | CHINA |
Zhejiang Normal University | CHINA |
Zhejiang University | CHINA |
Teaching & student supervision
Teaching & student supervision
Supervisions from 2010 shown
Thesis title | Student status |
---|---|
110898 - Develop Human-AI Interactive Model for Accountable Drought Predictions | Current |
Develop causal outcome prediction models for trustworthy interpretation | Current |
Develop fair and unbiased machine learning techniques for decision making | Current |
Developing robust machine learning methods against adversarial attacks | Current |
Individual and intersectional group fairness in machine learning models | Current |
Integration and analytics of pulp chemistry sensor information with in-stream analysis for flotation plant optimisation | Current |
Investigating the fairness of predictive learning analytics models in static and dynamic environments | Current |
Investigating transfer learning methods to improve the transferability of yield prediction models in agriculture industry | Current |
An information governance driven framework for integrating operational and information technology in the engineering asset management context | Completed |
Developing data mining methods for detecting signals of adverse drug events | Completed |
Development of data anonymity techniques for multiple independent data publishing | Completed |
Discovering interesting emerging and decaying patterns and their applications | Completed |
Distance-based dependencies: discovery and extension | Completed |
Event and temporal constraint management in dynamic business environments | Completed |
Extracting insights from social media to predict, detect and summarize civil unrest | Completed |
GPS trajectory-based models for effective semantic locations prediction and recommendation | Completed |
Intervention recommendation for disability employment service | Completed |
Leveraging prediction semantics in ensemble methods for text classification | Completed |
Preserving constraints in XML data transformation | Completed |
Privacy preserving publication of transactional data | Completed |
Probabilistic models for privacy preserving data publishing | Completed |
Towards efficient and unbiased causal effect estimation from observational data | Completed |
Trust recognition in the online reputation-based multi-agent environment | Completed |
Weakening the faithfulness assumption in causal discovery | Completed |