Satisfying privacy requirements before data anonymization
Article
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
| Article Title | Satisfying privacy requirements before data anonymization |
|---|---|
| ERA Journal ID | 17794 |
| Article Category | Article |
| Authors | Sun, Xiaoxun (Author), Wang, Hua (Author), Li, Jiuyong (Author) and Zhang, Yanchun (Author) |
| Journal Title | The Computer Journal |
| Journal Citation | 55 (4), pp. 422-437 |
| Number of Pages | 16 |
| Year | 2012 |
| Place of Publication | United Kingdom |
| ISSN | 0010-4620 |
| 1460-2067 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1093/comjnl/bxr028 |
| Web Address (URL) | http://comjnl.oxfordjournals.org/content/55/4/422 |
| Abstract | In this paper, we study a problem of protecting privacy of individuals in large public survey rating data. We propose a novel (k,ϵ, l)-anonymity model to protect privacy in large survey rating data, in which each survey record is required to be similar to at least k−1 other records based on the non-sensitive ratings, where the similarity is controlled by ϵ, and the standard deviation of sensitive ratings is at least l. We study an interesting yet non-trivial satisfaction problem of the proposed model, which is to decide whether a survey rating data set satisfies the privacy requirements given by the user. For this problem, we investigate its inherent properties theoretically, and devise a novel slicing technique to solve it. We analyze the computation complexity of the proposed slicing technique and conduct extensive experiments on two real-life data sets, and the results show that the slicing technique is fast and scalable with data size and much more efficient in terms of execution time and space overhead than the heuristic pairwise method. |
| Keywords | privacy; system security; data anonymization |
| ANZSRC Field of Research 2020 | 490302. Numerical analysis |
| 460499. Cybersecurity and privacy not elsewhere classified | |
| 469999. Other information and computing sciences not elsewhere classified | |
| Public Notes | Files associated with this item cannot be displayed due to copyright restrictions. |
| Byline Affiliations | Australian Council for Educational Research, Australia |
| Department of Mathematics and Computing | |
| University of South Australia | |
| Victoria University | |
| Institution of Origin | University of Southern Queensland |
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Sun, Xiaoxun. 2010. Privacy preserving data sharing in data mining environment. PhD Thesis Doctor of Philosophy. University of Southern Queensland.DISTRO: a system for detecting global outliers from distributed data streams with privacy protection
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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.2009.4968136Delegating revocations and authorizations in collaborative business environments
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Sun, Lili, Wang, Hua and Li, Yan. 2008. "Protecting disseminative information in e-learning." Leung, Howard, Li, Frederick, Lau, Rynson and Li, Qing (ed.) ICWL 2007: 6th International Conference on Web-Based Learning . Edinburgh, United Kingdom 15 - 17 Aug 2007 Germany. Springer. https://doi.org/10.1007/978-3-540-78139-4_49Secure and Efficient Information Sharing in Multi-university E-Learning Environments
Wang, Hua and Li, Qing. 2008. "Secure and Efficient Information Sharing in Multi-university E-Learning Environments." Leung, Howard, Li, Frederick, Lau, Rynson and Li, Qing (ed.) ICWL 2007: 6th International Conference on Web-Based Learning . Edinburgh, United Kingdom 15 - 17 Aug 2007 Germany. Springer. https://doi.org/10.1007/978-3-540-78139-4_48L-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_47Authorization 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.2008.4536994Optimal privacy-aware path in hippocratic databases
Li, Min, Sun, Xiaoxun, Wang, Hua and Zhang, Yanchun. 2009. "Optimal privacy-aware path in hippocratic databases." Zhou, X. (ed.) DASFAA 2009: 14th International Conference on Database Systems for Advanced Applications. Brisbane, Australia 21 - 23 Apr 2009 Germany. Springer. https://doi.org/10.1007/978-3-642-00887-0_39Portable 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.2008.4537121Access control management for ubiquitous computing
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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.2008.4620389ABDM: an extended flexible delegation model in RBAC
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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/10.1007/978-3-540-70500-0-29On 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.) 10th Asia-Pacific Web Conference (APWeb 2008). Shenyang, China 26 - 28 Apr 2008 Germany. Springer. https://doi.org/10.1007/978-3-540-78849-2_30Delegating revocations and authorizations
Wang, Hua and Cao, Jinli. 2008. "Delegating revocations and authorizations." ter Hofstede, A., Benatallah, B. and Paik, H. Y. (ed.) 5th International Conference on Business Process Management (BPM 2007) . Brisbane, Australia 24 - 28 Sep 2007 Germany. Springer. https://doi.org/10.1007/978-3-540-78238-4_29A global ticket-based access scheme for mobile users
Wang, Hua, Cao, Jinli, Zhang, Yanchun and Kambayahsi, Yahiko. 2004. "A global ticket-based access scheme for mobile users." Information Systems Frontiers: a journal of research and innovation. 6 (1), pp. 35-46. https://doi.org/10.1023/B:ISFI.0000015873.35795.5eAchieving secure and flexible M-services through tickets
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Wang, Hua, Cao, Jinli and Zhang, Yanchun. 2005. "A flexible payment scheme and its role-based access control." IEEE Transactions on Knowledge and Data Engineering. 17 (3), pp. 425-436. https://doi.org/10.1109/TKDE.2005.35A fast algorithm for finding correlation clusters in noise data
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Wang, Hua, Cao, Jinli and Ross, David. 2006. "Role-based delegation with negative authorization." Zhou, X., Li, Jianzhong, Shen, Heng Tao, Kitsuregawa, Masaru and Zhang, Yanchun (ed.) 8th Asia-Pacific Web Conference (APWeb 2006): Frontiers of WWW Research and Development. Harbin, China 16 - 18 Jan 2006 Germany. Springer. https://doi.org/10.1007/11610113_28Classification 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_26Combined 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_117Achieving 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/10.1007/11823728Robust 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.2006.129On 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.2006.1599385Finding similar patterns in microarray data
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Cao, Jinli, Sun, Lili and Wang, Hua. 2005. "Towards secure XML document with usage control." Zhang, Yanchun, Tanaka, Katsumi, Yu, Jeffrey Xu, Wang, Shan and Li, Minglu (ed.) 7th Asia-Pacific Web Conference: Web Technologies Research and Development (APWeb 2005). Shanghai, China 29 Mar - 01 Apr 2005 Germany. Springer. https://doi.org/10.1007/978-3-540-31849-1_30A framework for role-based group delegation in distributed environments
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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.2008.07.008Finding nucleolus of flow game
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Wang, Hua, Cao, Jinli and Zhang, Yanchun. 2003. "A flexible payment scheme and its permission-role assignment." Oudshoorn, Michael J. (ed.) 26th Australasian Computer Science Conference (ACSC2003). Adelaide, Australia 04 - 07 Feb 2003 Darlinghurst, Australia.Specifying role-based access constraints with object constraint language
Wang, Hua, Zhang, Yanchun, Cao, Jinli and Yang, Jian. 2004. "Specifying role-based access constraints with object constraint language." Yu, Jeffrey Xu, Lin, Xuemin, Lu, Hongjun and Zhang, Yanchun (ed.) 6th Asia-Pacific Web Conference: Advanced Web Technologies and Applications (APWeb 2004). Hangzhou, China 14 - 17 Apr 2004 Berlin, Germany. Springer.A new blind signature for electronic commerce
Wang, Hua and Addie, Ron. 2004. "A new blind signature for electronic commerce." 3rd International Conference on Information (INFO'2004). Tokyo, Japan 2004Algorithms for core stability, core largeness, exactness, and extendability of flow games
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Kabir, Md Enamul and Wang, Hua. 2011. "Microdata protection method through microaggregation: a median-based approach." Information Security Journal: a Global Perspective. 20 (1), pp. 1-8. https://doi.org/10.1080/19393555.2010.515288Purpose-based access control policies and conflicting analysis
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Kabir, Md Enamul and Wang, Hua. 2010. "Systematic clustering-based microaggregation for statistical disclosure control." NSS 2010: 4th International Conference on Network and System Security . Melbourne, Australia 01 - 03 Sep 2010 Washington, DC, USA. https://doi.org/10.1109/NSS.2010.66Detecting anomalies from high-dimensional wireless network data streams: a case study
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Kabir, Md Enamul, Wang, Hua and Zhang, Yanchun. 2010. "A pairwise systematic microaggregation for statistical disclosure control." Webb, Geoffrey I., Liu, Bing, Zhang, Chengqi, Gunopulos, Dimitrios and Wu, Xindong (ed.) 10th IEEE International Conference on Data Mining (ICDM 2010). Sydney, Australia 14 - 17 Dec 2010 Los Alamitos, CA. United States. https://doi.org/10.1109/ICDM.2010.111A conditional role-involved purpose-based access control model
Kabir, Md Enamul, Wang, Hua and Bertino, Elisa. 2011. "A conditional role-involved purpose-based access control model." Journal of Organizational Computing and Electronic Commerce. 21 (1), pp. 71-91. https://doi.org/10.1080/10919392.2011.541007Access control method with XML databases
Sun, Lili, Li, Yan and Wang, Hua. 2011. "Access control method with XML databases." Wang, John (ed.) Information systems and new applications in the service sector: models and methods. Hershey, PA, USA. IGI Global. pp. 227-239Trust-involved access control in collaborative open social networks
Wang, Hua and Sun, Lili. 2010. "Trust-involved access control in collaborative open social networks." Xiang, Yang, Samarati, Pierangela, Hu, Jiankun, Zhou, Wanlei and Sadeghi, Ahmad-Reza (ed.) NSS 2010: 4th International Conference on Network and System Security . Melbourne, Australia 01 - 03 Sep 2010 Piscataway, NJ. United States. https://doi.org/10.1109/NSS.2010.13A purpose based usage access control model
Sun, Lili and Wang, Hua. 2010. "A purpose based usage access control model." International Journal of Computer and Information Engineering. 4 (1), pp. 44-51.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. 175-193A purpose based access control in XML databases system
Sun, Lili, Wang, Hua, Jururajin, Raj and Sriprakash, Sri. 2010. "A purpose based access control in XML databases system." Xiang, Yang, Samarati, Pierangela, Hu, Jiankun, Zhou, Wanlei and Sadeghi, Ahmad-Reza (ed.) NSS 2010: 4th International Conference on Network and System Security . Melbourne, Australia 01 - 03 Sep 2010 Los Alamitos, CA. USA. https://doi.org/10.1109/NSS.2010.28Towards identify anonymization in large survey rating data
Sun, Xiaoxun and Wang, Hua. 2010. "Towards identify anonymization in large survey rating data." NSS 2010: 4th International Conference on Network and System Security . Melbourne, Australia 01 - 03 Sep 2010 Piscataway, NJ. United States. https://doi.org/10.1109/NSS.2010.11On 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_31Systematic clustering method for l-diversity model
Kabir, Md Enamul, Wang, Hua, Bertino, Elisa and Chi, Yunxiang. 2010. "Systematic clustering method for l-diversity model." Shen, Heng Tao and Bouguettaya, Athman (ed.) ADC 2010: 21st Australasian Conference on Database Technologies. Brisbane, Australia 18 - 22 Jan 2010 Sydney, Australia.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.Privacy-aware access control with generalization boundaries
Li, Min, Wang, Hua and Plank, Ashley. 2009. "Privacy-aware access control with generalization boundaries." Mans, Bernard (ed.) 32nd Australasian Computer Science Conference (ACSC 2009). Wellington, New Zealand 19 - 23 Jan 2009 Sydney, 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/10.1145/1645953.1646166Anonymous access scheme for electronic services
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Kabir, Md Enamul and Wang, Hua. 2009. "Conditional purpose based access control model for privacy protection." Bouguettaya, Athman and Lin, Xuemin (ed.) ADC 2009: 20th Australasian Conference on Australasian Database. Wellington, New Zealand 20 - 23 Jan 2009 Sydney, Australia.Authorization algorithms for the mobility of user-role relationship
Wang, Hua, Sun, Lili, Zhang, Yanchun and Cao, Jinli. 2005. "Authorization algorithms for the mobility of user-role relationship." Estivill-Castro, Vladimir (ed.) ACSC 2005: 28th Australasian Computer Science Conference. Newcastle, Australia 28 Jan - 03 Feb 2005 Sydney, Australia.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-015-09-1782An 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.2009.027925Enhanced 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.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.2008.4743842Towards an authentication protocol for service outsourcing over IP networks
Lai, David, Zhang, Zhongwei and Wang, Hua. 2005. "Towards an authentication protocol for service outsourcing over IP networks." Arabnia, Hamid R. (ed.) 2005 International Conference on Security and Management. Las Vegas, United States of America 20 - 23 Jun 2005 Las Vegas, Nevada, USA.