Extended K-anonymity models against attribute disclosure

Paper

Sun, Xiaoxun, Wang, Hua and Sun, Lili. 2009. "Extended K-anonymity models against attribute disclosure." NSS 2009: 3rd International Conference on Network and System Security. Gold Coast, Australia 19 - 21 Oct 2009 United States. https://doi.org/10.1109/NSS.2009.23
Paper/Presentation Title

Extended K-anonymity models against attribute disclosure

Presentation TypePaper
AuthorsSun, Xiaoxun (Author), Wang, Hua (Author) and Sun, Lili (Author)
Journal or Proceedings TitleProceedings of the 3rd International Conference on Network and System Security (NSS2009)
Number of Pages7
Year2009
Place of PublicationUnited States
ISBN9780769538389
Digital Object Identifier (DOI)https://doi.org/10.1109/NSS.2009.23
Web Address (URL) of Paperhttps://ieeexplore.ieee.org/document/5318942
Conference/EventNSS 2009: 3rd International Conference on Network and System Security
Event Details
Rank
B
B
B
B
B
B
B
B
B
Event Details
NSS 2009: 3rd International Conference on Network and System Security
Event Date
19 to end of 21 Oct 2009
Event Location
Gold Coast, Australia
Abstract

P-sensitive K-anonymity model has been recently defined as a sophistication of K-anonymity. This new property requires that there be at least P distinct values for each sensitive attribute within the records sharing a combination of key attributes. However, as shown in this paper, it may not protect sensitive information in some way. In this paper, we empirically investigate two enhanced K-anonymity models. Instead of publishing original specific sensitive attributes, the new models publish the categories that the sensitive values belong to. We propose a top-down approach to implement two enhanced models and show in the comprehensive experimental evaluations that the two new introduced models are practical in terms of effectiveness and efficiency.

Keywordsattribute disclosure; extended k-anonymity models; p-sensitive k-anonymity model; sensitive information; specific sensitive attributes; top-down approach
ANZSRC Field of Research 2020460599. Data management and data science not elsewhere classified
461399. Theory of computation not elsewhere classified
460499. Cybersecurity and privacy not elsewhere classified
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Byline AffiliationsDepartment of Mathematics and Computing
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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.2005.35
Role-based delegation with negative authorization
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_28
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
Towards secure XML document with usage control
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_30
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.
Finding nucleolus of flow game
Deng, Xiaotie, Fang, Qizhi and Sun, Xiaoxun. 2009. "Finding nucleolus of flow game ." Journal of Combinatorial Optimization. 18 (1), pp. 64-86. https://doi.org/10.1007/s10878-008-9138-0
Formal authorization approaches for permission-role assignments using relational algebra operations
Wang, Hua, Zhang, Yanchun and Cao, Jinli. 2003. "Formal authorization approaches for permission-role assignments using relational algebra operations." Schewe, Klaus-Dieter and Zhou, Xiaofang (ed.) 14th Australasian Database Conference 2003: Database Technologies (ADC2003). Adelaide, Australia 04 - 07 Feb 2003 Australia.
A flexible payment scheme and its permission-role assignment
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.
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 2004
A flexible electronic payment scheme and its management
Wang, Hua, Cao, Jinli, Zhang, Yanchun and Huang, Xiaodi. 2004. "A flexible electronic payment scheme and its management ." Information. 7 (2), pp. 187-196.
Algorithms for core stability, core largeness, exactness, and extendability of flow games
Fang, Qizhi, Fleischer, Rudolf, Li, Jian and Sun, Xiaoxun. 2010. "Algorithms for core stability, core largeness, exactness, and extendability of flow games ." Frontiers of Mathematics in China. 5 (1), pp. 47-63. https://doi.org/10.1007/s11464-009-0048-y
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
Microdata protection method through microaggregation: a median-based approach
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/10.1080/19393555.2010.515288
Purpose-based access control policies and conflicting analysis
Wang, Hua, Sun, Lili and Varadharajan, Vijay. 2010. "Purpose-based access control policies and conflicting analysis." Rannenberg, Kai, Varadharajan, Vijay and Weber, Christian (ed.) SEC 2010: Security and Privacy: Silver Linings in the Cloud. Brisbane, Australia 20 - 23 Sep 2010 Germany. https://doi.org/10.1007/978-3-642-15257-3_20
Specifying usage control model with object constraint language
Li, Min and Wang, Hua. 2010. "Specifying usage control model with object constraint language." 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.2010.10
Systematic clustering-based microaggregation for statistical disclosure control
Kabir, Md Enamul and Wang, Hua. 2010. "Systematic clustering-based microaggregation for statistical disclosure control." NSS 2010: International Conference on Network and System Security. Melbourne, Australia 01 - 03 Sep 2010 Washington, DC, USA. https://doi.org/10.1109/NSS.2010.66
Detecting anomalies from high-dimensional wireless network data streams: a case study
Zhang, Ji, Gao, Qigang, Wang, Hai and Wang, Hua. 2011. "Detecting anomalies from high-dimensional wireless network data streams: a case study." Soft Computing. 15 (6), pp. 1195-1215. https://doi.org/10.1007/s00500-010-0575-1
A pairwise systematic microaggregation for statistical disclosure control
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.2010.111
A 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/10.1080/10919392.2011.541007
Access 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. 227-239
Trust-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.2010.13
A 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. 175-193
A 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.2010.28
Towards 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.2010.11
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.) PAKDD 2010: 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining . Hyderabad, India 21 - 24 Jun 2010 Berlin, Germany. https://doi.org/10.1007/978-3-642-13657-3_21
Systematic 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/10.1145/1645953.1646166
Anonymous access scheme for electronic services
Wang, Hua, Sun, Lili, Zhang, Yanchun and Cao, Jinli. 2004. "Anonymous access scheme for electronic services." Estivill-Castro, Vladimir (ed.) 27th Australasian Computer Science Conference (ACSC2004). Dunedin, New Zealand 18 - 22 Jan 2004 Sydney, NSW, Australia.
M-service and its framework
Sun, Lili, Li, Yan, Wang, Hua, Sun, LL, Li, Y, Wang, H and IEEE. 2005. "M-service and its framework." 11th Asia-Pacific Conference on Communications. Perth, Australia 03 - 05 Oct 2005 https://doi.org/10.1109/APCC.2005.1554180
Conditional purpose based access control model for privacy protection
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-015-09-1782
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
Using usage control to access XML databases
Sun, Lili and Li, Yan. 2009. "Using usage control to access XML databases." International Journal of Information Systems in the Service Sector. 1 (3), pp. 32-44.
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.
Towards 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.
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).
Protecting information sharing in distributed collaborative environment
Li, Min and Wang, Hua. 2008. "Protecting information sharing in distributed collaborative environment." APWeb 2008: 10th Asia Pacific Web Conference Workshop . Shenyang, China 26 - 28 Apr 2008 Berlin, Germany. https://doi.org/10.1007/978-3-540-89376-9-19
An efficient hash-based algorithm for minimal k-anonymity
Sun, Xiaoxun, Li, Min, Wang, Hua and Plank, Ashley. 2008. "An efficient hash-based algorithm for minimal k-anonymity." Dobbie, Gillian and Mans, Bernard (ed.) ACSC 2008: 31st Australasian Computer Science Conference. Wollongong, Australia 22 - 25 Jan 2008 Sydney, Australia.
XML and web services security
Sun, Lili and Li, Yan. 2008. "XML and web services security." CSCWD 2008: 12th International Conference on Computer Supported Cooporative Work in Design. Xi'an, China 16 - 18 Apr 2008 Piscataway, NJ, USA. https://doi.org/10.1109/CSCWD.2008.4537075
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.
Building a consumer anonymity scalable payment protocol for [the] Internet purchases
Wang, Hua, Cao, Jinli and Kambayahsi, Yahiko. 2002. "Building a consumer anonymity scalable payment protocol for [the] Internet purchases." 12th International Workshop on Research Issues in Data Engineering: Engineering E-Commerce/E-Business Systems (RIDE'02). San Jose, USA 24 - 25 Feb 2002 US.
XML schema in XML documents with usage control
Sun, Lili and Li, Yan. 2007. "XML schema in XML documents with usage control." International Journal of Computer Science and Network Security. 7 (10), pp. 170-177.
XML undeniable signatures
Sun, Lili and Li, Yan. 2005. "XML undeniable signatures." Mohammadian, M. (ed.) International Conference on Intelligent Agents, Web Technologies & Internet Commerce (2005). Vienna, Austria 28 - 30 Nov 2005 USA.
A flexible payment scheme and its user-role assignment
Wang, Hua, Zhang, Yanchun and Cao, Jinli. 2002. "A flexible payment scheme and its user-role assignment." Chan, A., Chan, S., Leong, H. and Ng, V. (ed.) 2nd International Workshop on Cooperative Internet Computing. Hong Kong, China 18 - 19 Aug 2002 Hong Kong.
A consumer anonymity scalable payment scheme with role based access control
Wang, Hua, Cao, Jinli and Zhang, Yanchun. 2001. "A consumer anonymity scalable payment scheme with role based access control." 2nd International Conference on Web Information Systems Engineering (WISE 2001). Kyoto, Japan 03 - 06 Dec 2007
Formal authorization allocation approaches for role-based access control based on relational algebra operations
Wang, Hua, Cao, Jinli and Zhang, Yanchun. 2002. "Formal authorization allocation approaches for role-based access control based on relational algebra operations." 3rd International Conference on Web Information Systems Engineering, 2002 (WISE 2002). Singapore 12 - 14 Dec 2002
An electronic cash scheme and its management
Wang, Hua, Cao, Jinli and Zhang, Yanchun. 2004. "An electronic cash scheme and its management." Concurrent Engineering: Research and Application Journal. 12 (3), pp. 247-257. https://doi.org/10.1177/1063293X04046194
Ubiquitous computing environments and its usage access control
Wang, Hua, Zhang, Yanchun and Cao, Jinli. 2006. "Ubiquitous computing environments and its usage access control." 1st International Conference on Scalable Information Systems. Hong Kong, China 29 May - 01 Jun 2006 New York, USA.
Ticket-based mobile commerce scheme and its implementation
Wang, Hua, Huang, Xiaodi and Dodda, Goutham Reddy. 2006. "Ticket-based mobile commerce scheme and its implementation ." 9th ACM International Symposium on Modeling, Analysis and Simulation of Wireless and Mobile Systems. Terromolinos, Spain 02 - 06 Oct 2006 New York, NY, USA.
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.
DTD level authorization in XML documents with usage control
Sun, Lili and Li, Yan. 2006. "DTD level authorization in XML documents with usage control." International Journal of Computer Science and Network Security. 6 (11), pp. 244-250.
Access management in electronic commerce system
Wang, Hua. 2004. Access management in electronic commerce system. PhD Thesis Doctor of Philosophy. University of Southern Queensland.
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.