Effective pruning for the discovery of conditional functional dependencies

Article


Li, Jiuyong, Liu, Jixue, Toivonen, Hannu and Yong, Jianming. 2013. "Effective pruning for the discovery of conditional functional dependencies." The Computer Journal. 56 (3), pp. 378-392. https://doi.org/10.1093/comjnl/bxs082
Article Title

Effective pruning for the discovery of conditional functional dependencies

ERA Journal ID17794
Article CategoryArticle
AuthorsLi, Jiuyong (Author), Liu, Jixue (Author), Toivonen, Hannu (Author) and Yong, Jianming (Author)
Journal TitleThe Computer Journal
Journal Citation56 (3), pp. 378-392
Number of Pages15
Year2013
Place of PublicationOxford, United Kingdom
ISSN0010-4620
1460-2067
Digital Object Identifier (DOI)https://doi.org/10.1093/comjnl/bxs082
Web Address (URL)http://comjnl.oxfordjournals.org/content/56/3/378
Abstract

Conditional functional dependencies (CFDs) have been proposed as a new type of semantic rules extended from traditional functional dependencies. They have shown great potential for detecting and repairing inconsistent data. Constant CFDs are 100% confidence association rules. The theoretical search space for the minimal set of CFDs is the set of minimal generators and their closures in data. This search space has been used in the currently most efficient constant CFD discovery algorithm. In this paper, we propose pruning criteria to further prune the theoretic search space, and design a fast algorithm for constant CFD discovery. We evaluate the proposed algorithm on a number of media to large real-world data sets. The proposed algorithm is faster than the currently most efficient constant CFD discovery algorithm, and has linear time performance in the size of a data set.

Keywordsfunctional dependencies; conditional functional dependencies; association rules; closed patterns
ANZSRC Field of Research 2020460908. Information systems organisation and management
460599. Data management and data science not elsewhere classified
490407. Mathematical logic, set theory, lattices and universal algebra
Public Notes

Copyright of Computer Journal is the property of Oxford University Press and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use.
First published online 24 Jun 2012.

Byline AffiliationsUniversity of South Australia
University of Helsinki, Finland
School of Information Systems
Institution of OriginUniversity of Southern Queensland
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A study of drug interaction for personalised decision support in dental clinics
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji and Yong, Jianming. 2015. "A study of drug interaction for personalised decision support in dental clinics." 2015 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2015). Singapore 06 - 09 Dec 2015 https://doi.org/10.1109/WI-IAT.2015.28
Collaborative cloud computing adoption in Australian regional municipal government: an exploratory study
Ali, Omar, Soar, Jeffrey, Yong, Jianming, McClymont, Hoda and Angus, Daniel. 2015. "Collaborative cloud computing adoption in Australian regional municipal government: an exploratory study." Fortino, Giancarlo, Shen, Weiming, Barthès, Jean-Paul A., Luo, Junzhou, Li, Wenfeng, Ochoa, Sergio F., Abel, Marie-Hélène, Guerrieri, Antonio and Ramos, Milton Pires (ed.) 19th IEEE International Conference on Computer Supported Cooperative Work in Design (CSCWD 2015). Calabria, Italy 06 - 08 May 2015 United States. https://doi.org/10.1109/CSCWD.2015.7231017
An investigation of the challenges and issues influencing the adoption of cloud computing in Australian regional municipal governments
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2016. "An investigation of the challenges and issues influencing the adoption of cloud computing in Australian regional municipal governments." Journal of Information Security and Applications. 27-28, pp. 19-34. https://doi.org/10.1016/j.jisa.2015.11.006
Anticipated benefits of cloud computing adoption in Australian regional municipal governments: an exploratory study
Ali, Omar, Soar, Jeffrey, McClymont, Hoda, Yong, Jianming and Biswas, Jit. 2015. "Anticipated benefits of cloud computing adoption in Australian regional municipal governments: an exploratory study." 19th Pacific Asia Conference on Information Systems (PACIS 2015). Singapore 05 - 09 Jul 2015
Decision support systems for adoption in dental clinics: a survey
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji and Yong, Jianming. 2016. "Decision support systems for adoption in dental clinics: a survey." Knowledge-Based Systems. 104, pp. 195-206. https://doi.org/10.1016/j.knosys.2016.04.022
Exploratory study to investigate the factors influencing the adoption of cloud computing in Australian regional municipal governments
Ali, Omar, Soar, Jeffrey, Yong, Jianming and McClymont, Hoda. 2015. "Exploratory study to investigate the factors influencing the adoption of cloud computing in Australian regional municipal governments." Journal of Art Media and Technology. 1 (1), pp. 1-13.
An investigation of the main factors to be considered in cloud computing adoption in Australian regional local councils
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2015. "An investigation of the main factors to be considered in cloud computing adoption in Australian regional local councils." Journal of Contemporary Issues in Business and Government. 21 (1), pp. 72-93. https://doi.org/10.7790/cibg.v21i1.23
Reducing corruption through e-procurement
Neupane, Arjun, Soar, Jeffrey, Vaidya, Krishor and Yong, Jianming. 2014. "Reducing corruption through e-procurement." 2013 Annual Statistical Report on United Nations Procurement - Supplement.
Impact of Cloud computing technology on e-government
Ali, Omar, Soar, Jeffrey and Yong, Jianming. 2014. "Impact of Cloud computing technology on e-government." Dregvaite, Giedre and Damasevicius, Robertas (ed.) 20th International Conference on Information and Software Technologies (ICIST 2014). Druskininkai, Lithuania 09 - 10 Oct 2014 Heidelberg, Germany. https://doi.org/10.1007/978-3-319-11958-8_22
Willingness to adopt e-procurement to reduce corruption: results of the PLS path modeling
Neupane, Arjun, Soar, Jeffrey, Vaidya, Kishor and Yong, Jianming. 2014. "Willingness to adopt e-procurement to reduce corruption: results of the PLS path modeling." Transforming Government: People, Process and Policy. 8 (4), pp. 500-520. https://doi.org/10.1108/TG-03-2014-0007
Access control management for e-healthcare in cloud environment
Sun, Lili, Yong, Jianming and Soar, Jeffrey. 2014. "Access control management for e-healthcare in cloud environment." EAI Endorsed Transactions on Scalable Information Systems. 1 (2), pp. 1-11. https://doi.org/10.4108/sis.1.2.e3
Mapping semantic knowledge for unsupervised text categorisation
Tao, Xiaohui, Li, Yuefeng, Zhang, Ji and Yong, Jianming. 2013. "Mapping semantic knowledge for unsupervised text categorisation." Wang, Hua and Rui, Zhang (ed.) 24th Australasian Database Conference (ADC 2013). Adelaide, Australia 29 Jan - 01 Feb 2013 Sydney, Australia.
Sentiment Analysis on Tweets for Social Events
Zhou, Xujuan, Tao, Xiaohui, Yong, Jianming and Yang, Zhenyu. 2013. "Sentiment Analysis on Tweets for Social Events." Shen, Weiming, Li, Weidong, Barthes, Jean-Paul, Luo, Junzhou, Zhu, Haibin, Yong, Jianming and Li, Xiaoping (ed.) IEEE 17th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2013). Whistler, Canada 27 - 29 Jun 2013 United States. https://doi.org/10.1109/CSCWD.2013.6581022
Collaborative computing technologies and systems
Yong, Jianming, Shen, Weiming and James, Anne. 2013. "Collaborative computing technologies and systems ." Journal of Systems and Software. 86 (7), pp. 1725-1726. https://doi.org/10.1016/j.jss.2013.03.058
Evaluations of heuristic algorithms for teamwork-enhanced task allocation in mobile cloud-based learning
Sun, Geng, Shen, Jun, Luo, Junzhou and Yong, Jianming. 2013. "Evaluations of heuristic algorithms for teamwork-enhanced task allocation in mobile cloud-based learning ." Shen, Weiming, Li, Weidong, Barthes, Jean-Paul, Luo, Junzhou, Zhu, Haibin, Yong, Jianming and Li, Xiaoping (ed.) IEEE 17th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2013). Whistler, Canada 27 - 29 Jun 2013 Piscataway, NJ. United States. https://doi.org/10.1109/CSCWD.2013.6580979
A novel approach to data deduplication over the engineering-oriented cloud systems
Sun, Zhe, Shen, Jun and Yong, Jianming. 2013. "A novel approach to data deduplication over the engineering-oriented cloud systems ." Integrated Computer Aided Engineering. 20 (1), pp. 45-57. https://doi.org/10.3233/ICA-120418
Satisfying privacy requirements before data anonymization
Sun, Xiaoxun, Wang, Hua, Li, Jiuyong and Zhang, Yanchun. 2012. "Satisfying privacy requirements before data anonymization ." The Computer Journal. 55 (4), pp. 422-437. https://doi.org/10.1093/comjnl/bxr028
An approximate microaggregation approach for microdata protection
Sun, Xiaoxun, Wang, Hua, Li, Jiuyong and Zhang, Yanchun. 2012. "An approximate microaggregation approach for microdata protection." Expert Systems with Applications. 39 (2), pp. 2211-2219. https://doi.org/10.1016/j.eswa.2011.04.223
Cloud computing for higher education: a roadmap
Hossain Masud, Md. Anwar, Yong, Jianming and Huang, Xiaodi. 2012. "Cloud computing for higher education: a roadmap ." Gao, Liang, Shen, Weiming, Barthès, Jean-Paul and Luo, Junzhou (ed.) CSCWD 2012: 16th International Conference on Computer Supported Cooperative Work in Design. Wuhan, China 23 - 25 May 2012 Piscataway, NJ. United States. https://doi.org/10.1109/CSCWD.2012.6221872
A survey on bio-inspired algorithms for web service composition
Wang, Lijuan, Shen, Jun and Yong, Jianming. 2012. "A survey on bio-inspired algorithms for web service composition ." Gao, Liang, Shen, Weiming, Barthes, Jean-Paul and Luo, Junzhou (ed.) CSCWD 2012: 16th International Conference on Computer Supported Cooperative Work in Design. Wuhan, China 23 - 25 May 2012 Piscataway, NJ. United States. https://doi.org/10.1109/CSCWD.2012.6221875
Data privacy against composition attack
Baig, Muzammil M., Li, Jiuyong, Liu, Jixue, Ding, Xiaofeng and Wang, Hua. 2012. "Data privacy against composition attack." Lee, Sang-Goo, Peng, Zhiyong, Zhou, Xiaofang, Moon, Yang-Sae, Unland, Rainer and Yoo, Jaesoo (ed.) 17th International Conference on Database Systems for Advanced Applications (DASFAA 2012). Busan, South Korea 15 - 18 Apr 2012 Berlin, Germany. https://doi.org/10.1007/978-3-642-29038-1_24
Role of public e-procurement technology to reduce corruption in government procurement
Neupane, Arjun, Soar, Jeffrey, Vaidya, Kishor and Yong, Jianming. 2012. "Role of public e-procurement technology to reduce corruption in government procurement." 5th International Public Procurement Conference (IPPC5). Seattle, United States 17 - 19 Aug 2012 United States.
Semantic access control for cloud computing based on e-healthcare
Sun, Lili, Wang, Hua, Yong, Jianming and Wu, Guoxin. 2012. "Semantic access control for cloud computing based on e-healthcare ." Gao, Liang, Shen, Weiming, Barthes, Jean-Paul and Luo, Junzhou (ed.) CSCWD 2012: 16th International Conference on Computer Supported Cooperative Work in Design. Wuhan, China 23 - 25 May 2012 Piscataway, NJ. United States. https://doi.org/10.1109/CSCWD.2012.6221866
Using automated individual white list to protect web digital identities
Han, Weili, Cao, Ye, Bertino, Elisa and Yong, Jianming. 2012. "Using automated individual white list to protect web digital identities ." Expert Systems with Applications. 39 (15), pp. 11861-11869. https://doi.org/10.1016/j.eswa.2012.02.020
Cloning for privacy protection in multiple independent data publications
Baig, Muzammil M., Li, Jiuyong, Liu, Jixue and Wang, Hua. 2011. "Cloning for privacy protection in multiple independent data publications." Berendt, Bettina, de Vries, Arjen, Fan, Wenfei and Macdonald, Craig (ed.) CIKM 2011: 20th ACM Conference on Information and Knowledge Management . Glasgow, United Kingdom 24 - 28 Oct 2011 New York, NY, USA. https://doi.org/10.1145/2063576.2063705
A light weight approach for ontology generation and change synchronization between ontologies and source relational databases
Ahmed, Waqas, Aslam, Muhammad Ahtisham, Shen, Jun and Yong, Jianming. 2011. "A light weight approach for ontology generation and change synchronization between ontologies and source relational databases." Shen, Weiming, Barthes, Jean-Paul, Luo, Junzhou, Kropf, Peter, Pouly, Michel and Yong, Jianming (ed.) CSCWD 2011: 15th International Conference on Computer Supported Cooperative Work in Design. Lausanne, Switzerland 08 - 10 Jun 2011 Piscataway, NJ. United States. https://doi.org/10.1109/CSCWD.2011.5960076
Enhanced M-learning with cloud computing: the Bangladesh case
Hossain Masud, Md. Anwar, Huang, Xiaodi and Yong, Jianming. 2011. "Enhanced M-learning with cloud computing: the Bangladesh case." Shen, Weiming, Barthès, Jean-Paul, Luo, Junzhou, Kropf, Peter, Pouly, Michel, Yong, Jianming, Xue, Yunjiao and Ramos, Milton (ed.) CSCWD 2011: 15th International Conference on Computer Supported Cooperative Work in Design. Lausanne, Switzerland 08 - 10 Jun 2011 Los Alamitos, CA. United States. https://doi.org/10.1109/CSCWD.2011.5960200
Publishing anonymous survey rating data
Sun, Xiaoxun, Wang, Hua, Li, Jiuyong and Pei, Jian. 2011. "Publishing anonymous survey rating data." Data Mining and Knowledge Discovery. 23 (3), pp. 379-406. https://doi.org/10.1007/s10618-010-0208-4
Injecting purpose and trust into data anonymisation
Sun, Xiaoxun, Wang, Hua, Li, Jiuyong and Zhang, Yanchun. 2011. "Injecting purpose and trust into data anonymisation." Computers and Security. 30 (5), pp. 332-345. https://doi.org/10.1016/j.cose.2011.05.005
New trends in information technology in education
Lu, Yanping, Liu, Hong, Li, Shaozi and Yong, Jianming. 2011. "New trends in information technology in education ." International Journal of Distance Education Technologies. 9 (1), pp. i-iv.
DeDu: building a deduplication storage system over cloud computing
Sun, Zhe, Shen, Jun and Yong, Jianming. 2011. "DeDu: building a deduplication storage system over cloud computing." Shen, Weiming, Barthes, Jean-Paul, Luo, Junzhou and Kropf, Peter (ed.) CSCWD 2011: 15th International Conference on Computer Supported Cooperative Work in Design. Lausanne, Switzerland 08 - 10 Jun 2011 Piscataway, NJ. United States. https://doi.org/10.1109/CSCWD.2011.5960097
Constructing robust digital identity infrastructure for future networked society
Yong, Jianming, Tiwari, Sanjib, Huang, Xiaodi and Jin, Qun. 2011. "Constructing robust digital identity infrastructure for future networked society." Shen, Weiming, Barthès, Jean-Paul, Luo, Junzhou and Kropf, Peter (ed.) CSCWD 2011: 15th International Conference on Computer Supported Cooperative Work in Design. Lausanne, Switzerland 08 - 10 Jun 2011 Piscataway, NJ. United States. https://doi.org/10.1109/CSCWD.2011.5960129
Generating associative ripples of relevant information from a variety of data streams by throwing a heuristic stone
Zhou, Xiaokang, Chen, Hong, Jin, Qun and Yong, Jianming. 2011. "Generating associative ripples of relevant information from a variety of data streams by throwing a heuristic stone ." Lee, Suk-Han and Hanzo, Lajos (ed.) 5th International Conference on Ubiquitous Information Management and Communication (ICUIMC 2011) . Seoul, South Korea 21 - 23 Feb 2011 New York, NY. United States. https://doi.org/10.1145/1968613.1968685
Security and privacy preservation for mobile e-learning via digital identity attributes
Yong, Jianming. 2011. "Security and privacy preservation for mobile e-learning via digital identity attributes." Journal of Universal Computer Science. 17 (2), pp. 296-310. https://doi.org/10.3217/jucs-017-02-0296
Achieving p-sensitive k-anonymity via anatomy
Sun, Xiaoxun, Wang, Hua, Li, Jiuyong and Ross, David. 2009. "Achieving p-sensitive k-anonymity via anatomy." ICEBE 2009: IEEE International Conference on e-Business Engineering . Macau, China 21 - 23 Oct 2009 United States. https://doi.org/10.1109/ICEBE.2009.34
Privacy preserving on radio frequency identification systems
Wang, Hua, Sun, Lili, Yong, Jianming and Zhang, Yongbing. 2009. "Privacy preserving on radio frequency identification systems." CSCWD 2009: 13th International Conference on Computer Supported Cooperative Work in Design. Santiago, Chile 22 - 24 Apr 2009 United States. https://doi.org/10.1109/CSCWD.2009.4968136
L-diversity based dynamic update for large time-evolving microdata
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2008. "L-diversity based dynamic update for large time-evolving microdata." Wobcke, Wayne and Zhang, Mengjie (ed.) AI 2008: 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence . Auckland, New Zealand 01 - 05 Dec 2008 Germany. Springer. https://doi.org/10.1007/978-3-540-89378-3_47
Authorization approaches for advanced permission-role assignments
Wang, Hua, Yong, Jianming, Li, Jiuyong and Peng, Min. 2008. "Authorization approaches for advanced permission-role assignments." Shen, Weiming, Zheng, Qinghua, Luo, Junzhou, Yong, Jianming, Duan, Zhenhua and Tian, Feng (ed.) CSCWD 2008: 12th International Conference on Computer Supported Cooperative Work in Design . Xi'an, China 16 - 18 Apr 2008 United States. https://doi.org/10.1109/CSCWD.2008.4536994
Special issue on computer-supported cooperative work: techniques and applications [Preface]
Yong, Jianming, Shen, Weiming and Yang, Yun. 2009. "Special issue on computer-supported cooperative work: techniques and applications [Preface]." Information Sciences. 179 (15), pp. 2513-2514. https://doi.org/10.1016/j.ins.2009.01.047
CSCWD technologies, applications and challenges
Yong, Jianming, Shen, Weiming and Pino, José A.. 2009. "CSCWD technologies, applications and challenges." Journal of Universal Computer Science. 15 (9), pp. 1744-1745. https://doi.org/10.3217/jucs-015-09
Enhancing the privacy of e-learning systems with alias and anonymity
Yong, Jianming. 2008. "Enhancing the privacy of e-learning systems with alias and anonymity." Shen, Weiming, Yang, Yun, Yong, Jianming, Hawryszkiewycz, Igor, Lin, Zongkai, Barthes, Jean-Paul, Mathre, Mary Lou, Hao, Qi and Tran, Minh Hong (ed.) CSCWD 2007: 11th International Conference on Computer Supported Cooperative Work in Design: Human Centered Collaborative Design. Melbourne, Australia 26 - 28 Apr 2007 Germany. Springer. https://doi.org/10.1007/978-3-540-92719-8
Portable devices of security and privacy preservation for e-learning
Yong, Jianming, Li, Jiuyong and Wang, Hua. 2008. "Portable devices of security and privacy preservation for e-learning." Shen, Weiming, Zheng, Qinghua, Luo, Junzhou, Yong, Jianming, Duan, Zhenhua and Tian, Feng (ed.) CSCWD 2008: 12th International Conference on Computer Supported Cooperative Work in Design . Xi'an, China 16 - 18 Apr 2008 China. https://doi.org/10.1109/CSCWD.2008.4537121
Robustness analysis of diversified ensemble decision tree algorithms for microarray data classification
Hu, Hong, Li, Jiuyong, Wang, Hua, Daggard, Grant and Wang, Li-Zhen. 2008. "Robustness analysis of diversified ensemble decision tree algorithms for microarray data classification." ICMLC 2008: 7th International Conference on Machine Learning and Cybernetics. Kunming, China 12 - 15 Jul 2008 United States. https://doi.org/10.1109/ICMLC.2008.4620389
(p+, α)-sensitive k-anonymity: a new enhanced privacy protection model
Sun, Xiaoxun, Wang, Hua, Truta, Traian Marius, Li, Jiuyong and Li, Ping. 2008. "(p+, α)-sensitive k-anonymity: a new enhanced privacy protection model." Wu, Qiang (ed.) 8th IEEE International Conference on Computer and Information Technology. Sydney, Australia 08 - 11 Jul 2008 United States. https://doi.org/10.1109/CIT.2008.4594650
Advanced permission-role relationship in role-based access control
Li, Min, Wang, Hua, Plank, Ashley and Yong, Jianming. 2008. "Advanced permission-role relationship in role-based access control." Mu, Yi, Susilo, Willy and Seberry, Jennifer (ed.) ACISP 2008: 13th Australasian Conference on Information Security and Privacy . Wollongong, Australia 07 - 09 Jul 2008 Germany. Springer. https://doi.org/10.1007/978-3-540-70500-0-29
On the complexity of restricted k-anonymity problem
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2008. "On the complexity of restricted k-anonymity problem." Yanchun, Zhang (ed.) APWeb 2008: 10th Asia-Pacific Web Conference. Shenyang, China 26 - 28 Apr 2008 Germany. Springer. https://doi.org/10.1007/978-3-540-78849-2_30
New data integration workflow design for e-learning
Xi, Shengtian and Yong, Jianming. 2007. "New data integration workflow design for e-learning." Lecture Notes in Computer Science (Book series). 4402, pp. 699-707. https://doi.org/10.1007/978-3-540-72863-4_71
A framework of tool integration for internet-based e-commerce
Yong, Jianming and Yang, Yun. 2004. "A framework of tool integration for internet-based e-commerce." Li, M. (ed.) GCC 2003: 2nd International Workshop on Grid and Cooperative Computing. Shanghai, China Berlin, Germany. Springer.
A fast algorithm for finding correlation clusters in noise data
Li, Jiuyong, Huang, Xiaodi, Selke, Clinton and Yong, Jianming. 2007. "A fast algorithm for finding correlation clusters in noise data." Zhou, Zhi-Hua, Li, Hang and Yang, Qiang (ed.) 11th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2007). Nanjing, China 22 - 25 May 2007 Germany. Springer. https://doi.org/10.1007/978-3-540-71701-0_68
Digital identity design and privacy preservation for e-learning
Yong, Jianming. 2007. "Digital identity design and privacy preservation for e-learning." Shen, Weiming, Yang, Yun, Yong, Jianming, Hawryszkiewycz, Igor, Lin, Zongkai, Barthes, Jean-Paul, Mathre, Mary Lou, Hao, Qi and Tran, Minh Hong (ed.) CSCWD 2007: 11th International Conference on Computer Supported Cooperative Work in Design: Human Centered Collaborative Design. Melbourne, Australia 26 - 28 Apr 2007 Melbourne, Australia. https://doi.org/10.1109/CSCWD.2007.4281549
Classification using multiple and negative target rules
Li, Jiuyong and Jones, Jason. 2006. "Classification using multiple and negative target rules." Gabrys, Bogdan, Howlett, Robert J. and Jain, Lakhmi C. (ed.) 10th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES 2006). Bournemouth, United Kingdom 09 - 11 Oct 2006 Germany. https://doi.org/10.1007/11892960_26
Combined gene selection methods for microarray data analysis
Hu, Hong, Li, Jiuyong, Wang, Hua and Daggard, Grant. 2006. "Combined gene selection methods for microarray data analysis." Gabrys, Bogdan, Howlett, Robert J. and Jain, Lakhmi C. (ed.) 10th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES 2006). Bournemouth, United Kingdom 09 - 11 Oct 2006 Germany. Springer. https://doi.org/10.1007/11892960_117
Achieving k-Anonymity by clustering in attribute hierarchical structures
Li, Jiuyong, Wong, Raymond Chi-Wing, Fu, Ada Wai-Chee and Pei, Jian. 2006. "Achieving k-Anonymity by clustering in attribute hierarchical structures." Tjoa, A. Min and Trujillo, Juan (ed.) 8th International Conference on Data Warehousing and Knowledge Discovery. Krakow, Poland 04 - 08 Sep 2006 Germany. Springer. https://doi.org/10.1007/11823728
Robust rule-based prediction
Li, Jiuyong. 2006. "Robust rule-based prediction." IEEE Transactions on Knowledge and Data Engineering. 18 (8), pp. 1043-1054. https://doi.org/10.1109/TKDE.2006.129
On optimal rule discovery
Li, Jiuyong. 2006. "On optimal rule discovery." IEEE Transactions on Knowledge and Data Engineering. 18 (4), pp. 460-471. https://doi.org/10.1109/TKDE.2006.1599385
Finding similar patterns in microarray data
Chen, Xiangsheng, Li, Jiuyong, Daggard, Grant and Huang, Xiaodi. 2005. "Finding similar patterns in microarray data." Zhang, Shichao and Jarvis, Ray (ed.) AI 2005: Advances in artificial intelligence. Berlin, Germany. Springer. pp. 1272-1276
A framework for role-based group delegation in distributed environments
Wang, Hua, Li, Jiuyong, Addie, Ron, Dekeyser, Stijn and Watson, Richard. 2006. "A framework for role-based group delegation in distributed environments." Estivill-Castro, Vladimir and Dobbie, Gillian (ed.) 29th Australasian Computer Science Conference (ACSC 2006). Hobart, Australia 16 - 19 Jan 2006 Australia.
Efficient discovery of risk patterns in medical data
Li, Jiuyong, Fu, Ada Wai-chee and Fahey, Paul. 2009. "Efficient discovery of risk patterns in medical data." Artificial Intelligence in Medicine. 45 (1), pp. 77-89. https://doi.org/10.1016/j.artmed.2008.07.008
A robust ensemble classification method analysis
Zhang, Zhongwei, Li, Jiuyong, Hu, Hong and Zhou, Hong. 2010. "A robust ensemble classification method analysis." Arabnia, Hamid R. (ed.) Advances in computational biology. New York, NY. United States. Springer. pp. 149-155
Validating privacy requirements in large survey rating data
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2011. "Validating privacy requirements in large survey rating data." Bessis, Nik and Xhafa, Fatos (ed.) Next generation data technologies for collective computational intelligence. Berlin, Germany. Springer. pp. 445-469
Satisfying privacy requirements: one step before anonymization
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2010. "Satisfying privacy requirements: one step before anonymization." Zaki, Mohammed Javeed, Yu, Jeffrey Xu, Ravindran, B. and Pudi, Vikram (ed.) 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2010). Hyderabad, India 21 - 24 Jun 2010 Berlin, Germany. Springer. https://doi.org/10.1007/978-3-642-13657-3_21
Privacy protection for genomic data: current techniques and challenges
Baig, Muzammil M., Li, Jiuyong, Liu, Jixue, Wang, Hua and Wang, Junhu. 2010. "Privacy protection for genomic data: current techniques and challenges." Ras, Zbigniew W. and Tsay, Li-Shang (ed.) Advances in intelligent information systems. Berlin, Germany. Springer. pp. 175-193
Digital identity enrolment and assurance support for VeryIDX
Yong, Jianming and Bertino, Elisa. 2010. "Digital identity enrolment and assurance support for VeryIDX." Shen, Weiming, Gu, Ning, Lu, Tun, Barthes, Jean-Paul and Luo, Junzhou (ed.) CSCWD 2010: 14th International Conference on Computer Supported Cooperative Work in Design . Shanghai, China 14 - 16 Apr 2010 https://doi.org/10.1109/CSCWD.2010.5471880
Specify and enforce the policies of quantified risk adaptive access control
Chen, Chen, Han, Weili and Yong, Jianming. 2010. "Specify and enforce the policies of quantified risk adaptive access control." Shen, Weiming, Gu, Ning, Lu, Tun, Barthes, Jean-Paul and Luo, Junzhou (ed.) CSCWD 2010: 14th International Conference on Computer Supported Cooperative Work in Design . Shanghai, China 14 - 16 Apr 2010 United States.
Digital identity control mechanism for e-learning
Yong, Jianming. 2009. "Digital identity control mechanism for e-learning." IEEE International Symposium on IT in Medicine and Education (ITME 2009) . Jinan, China 14 - 16 Aug 2009 Piscataway, NJ. United States. https://doi.org/10.1109/ITIME.2009.5236204
On the effectiveness of gene selection for microarray classification methods
Zhang, Zhongwei, Li, Jiuyong, Hu, Hong and Zhou, Hong. 2010. "On the effectiveness of gene selection for microarray classification methods." Nguyen, Ngoc Thanh, Le, Manh Thanh and Swiatek, Jerzy (ed.) 2nd Asian Conference on Intelligent Information and Database Systems (ACIIDS 2010). Hue City, Vietnam 24 - 26 Mar 2010 Heidelberg, Germany. https://doi.org/10.1007/978-3-642-12101-2_31
Microdata protection through approximate microaggregation
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2009. "Microdata protection through approximate microaggregation." Mans, Bernard (ed.) 32nd Australasian Computer Science Conference (ACSC 2009). Wellington, New Zealand 19 - 23 Jan 2009 Adelaide, Australia.
Injecting purpose and trust into data anonymisation
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2009. "Injecting purpose and trust into data anonymisation." Cheung, David, Song, Il-Yeol, Chu, Wesley, Hu, Xiaohua and Lin, Jimmy (ed.) 18th ACM International Conference on Information and Knowledge Management (CIKM 2009) . Hong Kong, China 02 - 06 Nov 2009 New York, USA. https://doi.org/10.1145/1645953.1646166
A trust degree based access control in grid environments
Luo, Junzhou, Ni, Xudong and Yong, Jianming. 2009. "A trust degree based access control in grid environments." Information Sciences. 179 (15), pp. 2618-2628. https://doi.org/10.1016/j.ins.2009.01.039
Authorization algorithms for permission-role assignments
Sun, Lili, Wang, Hua and Yong, Jianming. 2009. "Authorization algorithms for permission-role assignments." Journal of Universal Computer Science. 15 (9), pp. 1782-1796. https://doi.org/10.3217/jucs-015-09-1782
An integrated model for next page access prediction
Khalil, Faten, Li, Jiuyong and Wang, Hua. 2009. "An integrated model for next page access prediction." International Journal of Knowledge and Web Intelligence. 1 (1/2), pp. 48-80. https://doi.org/10.1504/IJKWI.2009.027925
Enhanced p-sensitive k-anonymity models for privacy preserving data publishing
Sun, Xiaoxun, Wang, Hua, Li, Jiuyong and Truta, Traian Marius. 2008. "Enhanced p-sensitive k-anonymity models for privacy preserving data publishing." Transactions on Data Privacy. 1 (2), pp. 53-66.
Integrating recommendation models for improved web page prediction accuracy
Khalil, Faten, Li, Jiuyong and Wang, Hua. 2008. "Integrating recommendation models for improved web page prediction accuracy." Dobbie, Gillian and Mans, Bernard (ed.) ACSC 2008: 31st Australasian Computer Science Conference. Wollongong, Australia 22 - 25 Jan 2008 Sydney, Australia.
Priority driven K-anonymisation for privacy protection
Sun, Xiaoxun, Wang, Hua and Li, Jiuyong. 2008. "Priority driven K-anonymisation for privacy protection." Roddick, John F., Li, Jiuyong, Christen, Peter and Kennedy, Paul J. (ed.) 7th Australasian Data Mining Conference (AusDM 2008). Glenelg, Adelaide 27 - 28 Nov 2008 Gold Coast, Australia.
Data integration over the internet for e-commerce
Yong, Jianming and Yang, Yun. 2003. "Data integration over the internet for e-commerce." Hesselink, Lambertus (ed.) 3rd IASTED International Conference on Wireless and Optical Communications (WOC 2003). Banff, Canada 14 - 16 Jul 2003 United States.
A new approach to multimedia information filtering based on its structure
Huang, Xiaodi and Yong, Jianming. 2004. "A new approach to multimedia information filtering based on its structure." Correia, N., Jorge, J., Chambel, T. and Pan, Z. (ed.) Mutimedia 2004 Eurographics Symposium. Nanjing, China 27 - 28 Oct 2004 New York, USA.
WSFS-based data integration for e-learning
Yong, Jianming, Yan, Jun and Huang, Xiaodi. 2006. "WSFS-based data integration for e-learning." 10th International Conference on Computer Supported Cooperative Work in Design (CSCWD2006). Nanjing, China 03 - 05 May 2006 Piscataway, NJ, USA.
Prediction of student actions using weighted Markov models
Huang, Xiaodi, Yong, Jianming, Li, Jiuyong and Gao, Junbin. 2008. "Prediction of student actions using weighted Markov models." Li, Shaozi, Pan, Wei and Yong, Jianming (ed.) IEEE International Symposium on IT in Medicine and Education (ITME 2008) . Xiamen, China 12 - 14 Dec 2008 Piscataway, NJ. United States. https://doi.org/10.1109/ITME.2008.4743842
Security modelling for integrated information systems over the internet
Yong, Jianming. 2004. "Security modelling for integrated information systems over the internet." 8th Pacific Asia Conference on Information Systems (PACIS 2004). Shanghai, China 08 - 11 Jul 2004
Neighbourhood-trust dependency access control for WFMS
Yong, Jianming. 2006. "Neighbourhood-trust dependency access control for WFMS." 10th International Conference on Computer Supported Cooperative Work in Design (CSCWD2006). Nanjing, China 03 - 05 May 2006 Piscataway, NJ, USA.
Building ontology repositories for e-commerce systems
Yong, Jianming, Yang, Yun and Yan, Jun. 2003. "Building ontology repositories for e-commerce systems." WSEAS Transactions on Systems. 2 (2), pp. 241-245.
Distributed internet-based e-commerce tools
Yong, Jianming and Yang, Yun. 2004. "Distributed internet-based e-commerce tools." WSEAS Transaction on Computers. 3 (3), pp. 619-625.
Using association rules to make rule-based classifiers robust
Hu, Hong and Li, Jiuyong. 2005. "Using association rules to make rule-based classifiers robust." Williams, Hugh E. and Dobbie, Gillian (ed.) ADC 2005: 16th Australasian Database Conference. Newcastle, Australia 31 Jan - 03 Feb 2005 Sydney, Australia.
Current developments of k-anonymous data releasing
Li, Jiuyong, Wang, Hua, Jin, Huidong and Yong, Jianming. 2008. "Current developments of k-anonymous data releasing." Electronic Journal of Health Informatics. 3 (1).
Integrating Markov Model with clustering for predicting web page accesses
Khalil, Faten, Wang, Hua and Li, Jiuyong. 2007. "Integrating Markov Model with clustering for predicting web page accesses." 13th Australasian World Wide Web Conference (AusWeb 2007). Coffs Harbour, Australia 30 Jun - 04 Jul 2007 Australia.
Integrating recommendation models for improved web page prediction accuracy
Khalil, Faten, Wang, Hua and Li, Jiuyong. 2007. "Integrating recommendation models for improved web page prediction accuracy." 13th Australasian World Wide Web Conference (AusWeb 2007). Coffs Harbour, Australia 30 Jun - 04 Jul 2007 Australia.
Replacing lost or stolen e-passports
Yong, Jianming and Bertino, Elisa. 2007. "Replacing lost or stolen e-passports." Computer. 40 (10), pp. 89-91. https://doi.org/10.1109/MC.2007.360
Enforcing secure access control in integrated systems over the internet
Yong, Jianming, Lane, Michael S., Toleman, Mark and Yang, Yun. 2003. "Enforcing secure access control in integrated systems over the internet." 1st Australian Information Security Management Conference. Perth, Western Australia 24 Nov 2003 Perth, Western Australia.
Security modelling for e-learning
Yong, Jianming. 2007. "Security modelling for e-learning." Liu, Hong, Hu, Bin and Zheng, Xiangwei (ed.) 1st International Symposium on Information Technologies and Applications in Education (ISITAE 07). Kunming, China 23 - 25 Nov 2007 Beijing, China.
Mining risk patterns in medical data
Li, Jiuyong, Fu, Ada Wai-Chee, He, Hongxing, Chen, Jie, Jin, Huidong, McAullay, Damien, Williams, Graham, Sparks, Ross and Kelman, Chris. 2005. "Mining risk patterns in medical data." Grossman, R., Bayardo, R., Bennett, K. and Vaidya, J. (ed.) 11th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2005). Chicago, United States 21 - 24 Aug 2005 United States. https://doi.org/10.1145/1081870.1081971
Association rule discovery with unbalanced class distributions
Gu, Lifang, Li, Jiuyong, He, Hongxing, Williams, Graham, Hawkins, Simon and Kelman, Chris. 2003. "Association rule discovery with unbalanced class distributions." Gedeon, Tamas D. and Fung, Lance Chun Che (ed.) 16th Australian Conference on Artificial Intelligence (AI 2003). Perth, Australia 03 - 05 Dec 2003 Berlin, Germany. https://doi.org/10.1007/978-3-540-24581-0_19
Building ontology repositories for e-commerce systems
Yong, Jianming, Yang, Yun and Yan, Jun. 2002. "Building ontology repositories for e-commerce systems." Mastorakis, Nikos E. (ed.) WSEAS International Conference on Information Security, Hardware/Software Codesign, E-Commerce and Computer Networks (WSEAS 2002). Copacabana, Brazil 15 - 17 Oct 2002 Athens, Greece.
Mining the optimal class association rule set
Li, Jiuyong, Shen, Hong and Topor, Rodney. 2002. "Mining the optimal class association rule set." Knowledge-Based Systems. 15 (7), pp. 399-405. https://doi.org/10.1016/S0950-7051(02)00024-2
Mining informative rule set for prediction
Li, Jiuyong, Shen, Hong and Topor, Rodney. 2004. "Mining informative rule set for prediction." Journal of Intelligent Information Systems. 22 (2), pp. 155-174. https://doi.org/10.1023/B:JIIS.0000012468.25883.a5
An agent-based decentralised process management framework for web service composition
Yan, Jun, Pidgeon, Phillip, Krishna, Aneesh and Yong, Jianming. 2007. "An agent-based decentralised process management framework for web service composition." Li, Jianzhong (ed.) Infoscale 2007: 2nd International Conference on Scalable Information Systems. Suzhou, China 06 - 08 Jun 2007 New York, USA.
Internet-based e-learning workflow process
Yong, Jianming. 2006. "Internet-based e-learning workflow process." Lecture Notes in Computer Science (Book series). 3865, pp. 516-524. https://doi.org/10.1007/11686699_52
Fostering e-commerce among Australian SMEs
Yong, Jianming and Yang, Yun. 2003. "Fostering e-commerce among Australian SMEs." IT Professional. 5 (5), pp. 21-24. https://doi.org/10.1109/MITP.2003.1235318
Extended RBAC with role attributes
Yong, Jianming, Bertino, Elisa, Toleman, Mark and Roberts, Dave. 2006. "Extended RBAC with role attributes." Tan, Bernard (ed.) 10th Pacific Asia Conference on Information Systems (PACIS 2006). Kuala Lumpur, Malaysia 06 - 09 Jul 2006 Sheffield, UK.
Analysis of breast feeding data using data mining methods
He, Hongxing, Jin, Huidong, Chen, Jie, McAullay, Damien, Li, Jiuyong and Fallon, Tony. 2006. "Analysis of breast feeding data using data mining methods." Christen, Peter, Kennedy, Paul J., Li, Jiuyong, Simoff, Simeon J. and Williams, Graham J. (ed.) 5th Australasian Conference on Data Mining and Analystics (AusDM 2006). Sydney, Australia 29 - 30 Nov 2006 Sydney, Australia.
A maximally diversified multiple decision tree algorithm for microarray data classification
Hu, Hong, Li, Jiuyong, Wang, Hua, Daggard, Grant and Shi, Mingren. 2006. "A maximally diversified multiple decision tree algorithm for microarray data classification." Boden, Mikael and Bailey, Timothy (ed.) Workshop on Intelligent Systems for Bioinformatics (2006). Hobart, Australia 04 Dec 2006 Sydney, Australia.
A framework of combining Markov model with association rules for predicting web page accesses
Khalil, Faten, Li, Jiuyong and Wang, Hua. 2006. "A framework of combining Markov model with association rules for predicting web page accesses." Christen, Peter, Kennedy, Paul J., Li, Jiuyong, Simoff, Simeon J. and Williams, Graham J. (ed.) 5th Australasian Conference on Data Mining and Analystics (AusDM 2006). Sydney, Australia 29 - 30 Nov 2006 Canberra, Australia.
A comparative study of classification methods for microarray data analysis
Hu, Hong, Li, Jiuyong, Plank, Ashley, Wang, Hua and Daggard, Grant. 2006. "A comparative study of classification methods for microarray data analysis." Christen, Peter, Kennedy, Paul J., Li, Jiuyong, Simoff, Simeon J. and Williams, Graham J. (ed.) 5th Australasian Conference on Data Mining and Analystics (AusDM 2006). Sydney, Australia 29 - 30 Nov 2006 Canberra, Australia.
(alpha, k)-anonymity: an enhanced k-anonymity model for privacy preserving data publishing
Wong, Raymond Chi-Wing, Li, Jiuyong, Fu, Ada Wai-Chee and Wang, Ke. 2006. "(alpha, k)-anonymity: an enhanced k-anonymity model for privacy preserving data publishing." Eliassi-Rad, Tina, Ungar, Lyle H., Craven, Mark and Gunopulos, Dimitrios (ed.) 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'06). Philadelphia, USA 20 - 23 Aug 2006 New York, USA.
Using multiple and negative target rules to make classifiers more understandable
Li, Jiuyong and Jones, Jason. 2006. "Using multiple and negative target rules to make classifiers more understandable." Knowledge-Based Systems. 19 (6), pp. 438-444. https://doi.org/10.1016/j.knosys.2006.03.003
Current developments of k-anonymous data releasing
Li, Jiuyong, Wang, Hua, Jin, Huidong and Yong, Jianming. 2006. "Current developments of k-anonymous data releasing." Croll, Peter, Morarji, Hasmukh and Au, Richard (ed.) National e-Health Privacy and Security Symposium 2006. Brisbane, Australia 24 - 26 Oct 2006 Brisbane.
Mobile solutions for aged care: a transformational framework
Soar, Jeffrey, Tsai, Heng-Sheng, Yong, Jianming and Gururajan, Raj. 2005. "Mobile solutions for aged care: a transformational framework." Soar, Jeffrey and Edgecumbe, Joan (ed.) 2nd Australian Aged and Community Care Informatics Conference (ACCIC'05). Hobart, Tasmania 04 - 06 May 2005 Brunswick East, Australia.
Combining gene expression data and gene ontology with the use of a data mining tool
Petrus, Khaleel, Li, Jiuyong and Lopez, J.. 2005. "Combining gene expression data and gene ontology with the use of a data mining tool." Summer Symposium in Bioinformatics: Open Problems in Bioinformatics (BioInfoSummer 2005). Canberra, Australia 28 Nov - 02 Dec 2005 Australian National University (ANU).
Workflow-based e-learning platform
Yong, Jianming. 2005. "Workflow-based e-learning platform." Shen, Weiming, James, Anne, Chao, Kuo-Ming, Younas, Muhammad, Lin, Zongkai and Barthes, Jean-Paul (ed.) 9th International Conference on Computer Supported Cooperative Work in Design (CSCWD2005). Coventry, United Kingdom 24 - 26 May 2005 Coventry, UK.