Privacy-preserving data mining

Subscribe (Full Service)


	Search: The ACM Digital Library The Guide

	Feedback

Privacy-preserving data mining

Full text

Pdf (932 KB)

Source

International Conference on Management of Data archive
Proceedings of the 2000 ACM SIGMOD international conference on Management of data table of contents

Dallas, Texas, United States

Pages: 439 - 450

Year of Publication: 2000

ISBN:1-58113-217-4

Also published in ...

Authors

Rakesh Agrawal	IBM Almaden Research Center, 650 Harry Road, San Jose, CA
Ramakrishnan Srikant	IBM Almaden Research Center, 650 Harry Road, San Jose, CA

Sponsor

SIGMOD: ACM Special Interest Group on Management of Data

Publisher

ACM New York, NY, USA

Bibliometrics

Downloads (6 Weeks): 158, Downloads (12 Months): 846, Citation Count: 232

Additional Information:

abstract references cited by index terms collaborative colleagues

Tools and Actions:	Request Permissions Review this Article Save this Article to a Binder Display Formats: BibTeX EndNote ACM Ref

DOI Bookmark:	Use this link to bookmark this Article: http://doi.acm.org/10.1145/342009.335438 What is a DOI?

ABSTRACT

A fruitful direction for future data mining research will be the development of techniques that incorporate privacy concerns. Specifically, we address the following question. Since the primary task in data mining is the development of models about aggregated data, can we develop accurate models without access to precise information in individual data records? We consider the concrete case of building a decision-tree classifier from training data in which the values of individual records have been perturbed. The resulting data records look very different from the original records and the distribution of data values is also very different from the original distribution. While it is not possible to accurately estimate original values in individual data records, we propose a novel reconstruction procedure to accurately estimate the distribution of original data values. By using these reconstructed distributions, we are able to build classifiers whose accuracy is comparable to the accuracy of classifiers built with the original data.

REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

	AC99	Mark S. Ackerman , Lorrie Cranor, Privacy critics: UI components to safeguard users' privacy, CHI '99 extended abstracts on Human factors in computing systems, May 15-20, 1999, Pittsburgh, Pennsylvania [doi>10.1145/632716.632875]
	AGI+92	Rakesh Agrawal , Sakti P. Ghosh , Tomasz Imielinski , Balakrishna R. Iyer , Arun N. Swami, An Interval Classifier for Database Mining Applications, Proceedings of the 18th International Conference on Very Large Data Bases, p.560-573, August 23-27, 1992
	Agr99	Rakesh Agrawal. Data Mining: Crossing the Chasm. In 5th Int'l Con}erence on Knowledge Discovery in Databases and Data Mining, San Diego, California, August 1999. Available from http ://www. almaden, ibm. eom/cs/quese / papers/kdd99_chasm, pp#.
	AW89	Nabil R. Adam , John C. Worthmann, Security-control methods for statistical databases: a comparative study, ACM Computing Surveys (CSUR), v.21 n.4, p.515-556, Dec. 1989 [doi>10.1145/76894.76895]
	BDF+97	D. Barbara, W. DuMouchel, C. Faloutsos, P. J. Haas, J. M. Hellerstein, Y. Ioatmidis, it. V. Jagadish, T. Johnson, R.Ng, V. Poosala, and K. Sevcik. The New Jersey Data Reduction Report. Data Bngrg. Bull., 20:3-45, Dec. 1997.
	Bec80	Leland L. Beck, A security machanism for statistical database, ACM Transactions on Database Systems (TODS), v.5 n.3, p.316-3338, Sept. 1980 [doi>10.1145/320613.320617]
	Ben99	Paola Benassi, TRUSTe: an online privacy seal program, Communications of the ACM, v.42 n.2, p.56-59, Feb. 1999 [doi>10.1145/293411.293461]
	BFOS84	L. Breiman, J. H, Friedman, R. A. Olshen, and C. J. Stone. Classification and Regression Trees. Wadsworth, Belmont, 1984.
	BS97	Daniel Barbará , Mark Sullivan, Quasi-cubes: exploiting approximations in multidimensional databases, ACM SIGMOD Record, v.26 n.3, p.12-17, Sept. 1997 [doi>10.1145/262762.262764]
	CM96	C. Clifton and D. Marks. Security and privacy implications of data mining. In ACId SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery, pages 15-19, May 1996.
	CO82	F.Y. Chin and G. O#soyoglu. Auditing and infrence control in statistical databases. IEBE Trans. Sof~w. Eng., SE-8(6):113-139, April 1982.
	Cox80	L.H. Cox. Suppression methodology and statistical disclosure control, or. Am. Star. Assoc., 75(370):377-395, April 1980.
	Cra46	H. Cramer. Mathematical Methods o{ Statistics. Princeton University Press, 1946.
	CRA99a	L.F. Cranor, J. Reagle, and M.S. Ackerman. Beyond concern: Understanding net users' attitudes about online privacy. Technical Report TR 99.4.3, AT&T Labs-Research, April 1999. Available from http://www, research.art, cam/ library/trs/TRs/99/99.4/99.4.3/report, him.
	Cra99b	Lorrie Faith Cranor, Internet privacy, Communications of the ACM, v.42 n.2, p.28-38, Feb. 1999 [doi>10.1145/293411.293440]
	CS76	Richard Conway , David Strip, Selective partial access to a database, Proceedings of the annual conference, p.85-89, October 20-22, 1976, Houston, Texas, United States [doi>10.1145/800191.805537]
	DDS79	Dorothy E. Denning , Peter J. Denning , Mayer D. Schwartz, The tracker: a threat to statistical database security, ACM Transactions on Database Systems (TODS), v.4 n.1, p.76-96, March 1979 [doi>10.1145/320064.320069]
	Den80	Dorothy E. Denning, Secure statistical databases with random sample queries, ACM Transactions on Database Systems (TODS), v.5 n.3, p.291-315, Sept. 1980 [doi>10.1145/320613.320616]
	Den82	Dorothy Elizabeth Rob Denning, Cryptography and Data Security, Addison-Wesley Longman Publishing Co., Inc., Boston, MA, 1982
	Din78	C T Dinardo, Computers and security, AFIPS Press, Arlington, VA, 1986
	DJL79	David Dobkin , Anita K. Jones , Richard J. Lipton, Secure databases: protection against user influence, ACM Transactions on Database Systems (TODS), v.4 n.1, p.97-106, March 1979 [doi>10.1145/320064.320068]
	ECB99	Vladimir Estivill-Castro , Ljiljana Brankovic, Data Swapping: Balancing Privacy against Precision in Mining for Logic Rules, Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery, p.389-398, September 01, 1999
	Eco99	The Economist. The End of Privacy, May 1999.
	EHN96	H.W. Engl, M. Hanke, and A. Neubaue. Regularization of Inverse Problems. Kluwer, 1996.
	eu998	The European Union's Directive on Privacy Protection, October 1998. Available from hetp: I/.... echo. lu/l egal/en/dat aprot/ dSrectiv/direct iv. html.
	Fel72	I.P. FeUegi. On the question of statistical confidentiality2# I. Am. Star. Assoc., 67(337):7- 18, March 1972.
	Fis63	Marek Fisz. Probability #heory and Mathematical Statistics. Wiley, 1963:
	FJS97	Christos Faloutsos , H. V. Jagadish , Nikolaos Sidiropoulos, Recovering Information from Summary Data, Proceedings of the 23rd International Conference on Very Large Data Bases, p.36-45, August 25-29, 1997
	GWB97	I. Goldberg , D. Wagner , E. Brewer, Privacy-enhancing technologies for the Internet, Proceedings of the 42nd IEEE International Computer Conference, p.103, February 23-26, 1997
	HE98	C. Hine and J. Eve. Privacy in 'the marketplace. The ln:ormation Society, L42(2):#6-59, 1998.
	HS99	John Hagel and Moxc Singer. Net Worth. Harvard Business School Press, 1999.
	LCL85	Chong K. Liew , Uinam J. Choi , Chung J. Liew, A data distortion by probability distribution, ACM Transactions on Database Systems (TODS), v.10 n.3, p.395-411, Sept. 1985 [doi>10.1145/3979.4017]
	LEW99	Tessa Lau , Oren Etzioni , Daniel S. Weld, Privacy interfaces for information management, Communications of the ACM, v.42 n.10, p.88-94, Oct. 1999 [doi>10.1145/317665.317680]
	LM99	J.B. Lotspiech and R.J.T. Morris. Method and system for client/server communications with user information revealed as a function of willingness to reveal and whether the information is required. U.S. Patent No. 5913030, June 1999.
	LST83	Ezio Lefons , Alberto Silvestri , Filippo Tangorra, An Analytic Approach to Statistical Databases, Proceedings of the 9th International Conference on Very Large Data Bases, p.260-274, October 31-November 02, 1983
	MAR96	Manish Mehta , Rakesh Agrawal , Jorma Rissanen, SLIQ: A Fast Scalable Classifier for Data Mining, Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology, p.18-32, March 25-29, 1996
	MST94	Donald Michie , D. J. Spiegelhalter , C. C. Taylor , John Campbell, Machine learning, neural and statistical classification, Ellis Horwood, Upper Saddle River, NJ, 1995
	Off98	Office of the Information and Privacy Commissioner, Ontario. Data Mining: Staking a Claim or, Your Privacy, January 1998. Available from http:{/,w,.ipc,on.ca/ web.#ite, eng/mat t ers / s ttm#pap /papers { dat amine .htm.
	Opp97	Rolf Oppliger, Internet security: firewalls and beyond, Communications of the ACM, v.40 n.5, p.92-102, May 1997 [doi>10.1145/253769.253802]
	Qui93	J. Ross Quinlan, C4.5: programs for machine learning, Morgan Kaufmann Publishers Inc., San Francisco, CA, 1993
	Rei84	Steven P. Reiss, Practical data-swapping: the first steps, ACM Transactions on Database Systems (TODS), v.9 n.1, p.20-37, March 1984 [doi>10.1145/348.349]
	RG98	Aviel D. Rubin , Daniel E. Geer Jr., A Survey of Web Security, Computer, v.31 n.9, p.34-41, September 1998 [doi>10.1109/2.708448]
	SAM96	John C. Shafer , Rakesh Agrawal , Manish Mehta, SPRINT: A Scalable Parallel Classifier for Data Mining, Proceedings of the 22th International Conference on Very Large Data Bases, p.544-555, September 03-06, 1996
	Sho82	Arie Shoshani, Statistical Databases: Characteristics, Problems, and some Solutions, Proceedings of the 8th International Conference on Very Large Data Bases, p.208-222, September 08-10, 1982
	ST90	P. D. Stachour , B. Thuraisingham, Design of LDV: A Multilevel Secure Relational Database Management, IEEE Transactions on Knowledge and Data Engineering, v.2 n.2, p.190-209, June 1990 [doi>10.1109/69.54719]
	The98	Kurt Thearling. Data mining and privacy: A conflict in making. DS*, March 1998.
	Tim97	Time. The Death of Privacy, August 1997.
	TYW84	J. F. Traub , Y. Yemini , H. Woźniakowski, The statistical security of a statistical database, ACM Transactions on Database Systems (TODS), v.9 n.4, p.672-679, Dec. 1984 [doi>10.1145/1994.383392]
	War65	S.L. Warner. Randomized response: A survey technique for eliminating evasive answer bias. J. Am. Star. Assoc., 60(309):63-69, March 1965.
	Wes98a	A.F. Westin. E-commerce and privacy: What net uzers want. Technical report, Louis Harris & Associates, June 1998. Available from http ://www. pri racy ex change, org/iss/ surveys / ec ommsum, html.
	Wes98b	A.F. Westin. Priwcy concerns & consumer choice. Technical report, Louis Harris & Associates, Dec. 1998. Available from http ://www. privacyexchange, org/iss/ surveys/1298#oc, html.
	Wes99	A.F. Westin. Freebies and privacy: What net users think. Technical report, Opinion Research Corporation, July 1999. Available from http : //www. privacyexahange, org/iss/ surveys/st990714, html.
	Wor	The World Wide Web Consortium. The Plat}orm for Privacy Preference (P3P). Available from http: //www. w3. org/P3P/P3FAQ, html.
	YC77	C. T. Yu , F. Y. Chin, A study on the protection of statistical data bases, Proceedings of the 1977 ACM SIGMOD international conference on Management of data, August 03-05, 1977, Toronto, Ontario, Canada [doi>10.1145/509404.509432]

CITED BY 233

	W. K. Wong , David W. Cheung , Edward Hung , Ben Kao , Nikos Mamoulis, Security in outsourcing of association rule mining, Proceedings of the 33rd international conference on Very large data bases, September 23-27, 2007, Vienna, Austria
	Kun Liu , Hillol Kargupta , Jessica Ryan, Random Projection-Based Multiplicative Data Perturbation for Privacy Preserving Distributed Data Mining, IEEE Transactions on Knowledge and Data Engineering, v.18 n.1, p.92-106, January 2006
	Murat Kantarcioĝlu , Chris Clifton, Assuring privacy when big brother is watching, Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery, June 13-13, 2003, San Diego, California
	Csilla Farkas , Sushil Jajodia, The inference problem: a survey, ACM SIGKDD Explorations Newsletter, v.4 n.2, p.6-11, December 2002
	James Bo Begole , John C. Tang , Rosco Hill, Rhythm modeling, visualizations and applications, Proceedings of the 16th annual ACM symposium on User interface software and technology, p.11-20, November 02-05, 2003, Vancouver, Canada
	Srujana Merugu , Joydeep Ghosh, A distributed learning framework for heterogeneous data sources, Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, August 21-24, 2005, Chicago, Illinois, USA
	Charu C. Aggarwal , Srinivasan Parthasarathy, Mining massively incomplete data sets by conceptual reconstruction, Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, p.227-232, August 26-29, 2001, San Francisco, California
	Bee-Chung Chen , Daniel Kifer , Kristen LeFevre , Ashwin Machanavajjhala, Privacy-Preserving Data Publishing, Foundations and Trends in Databases, v.2 n.1–2, p.1-167, January 2009
	Dakshi Agrawal , Charu C. Aggarwal, On the design and quantification of privacy preserving data mining algorithms, Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, p.247-255, May 2001, Santa Barbara, California, United States
	Geetha Jagannathan , Rebecca N. Wright, Privacy-preserving distributed k-means clustering over arbitrarily partitioned data, Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, August 21-24, 2005, Chicago, Illinois, USA
	Nan Zhang , Wei Zhao , Jianer Chen, Cardinality-based inference control in OLAP systems: an information theoretic approach, Proceedings of the 7th ACM international workshop on Data warehousing and OLAP, November 12-13, 2004, Washington, DC, USA
	Rakesh Agrawal, Privacy in data systems, Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, p.37-37, June 09-11, 2003, San Diego, California
	Alexandre Evfimievski , Johannes Gehrke , Ramakrishnan Srikant, Limiting privacy breaches in privacy preserving data mining, Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, p.211-222, June 09-11, 2003, San Diego, California
	Alexandre Evfimievski , Johannes Gehrke , Ramakrishnan Srikant, Limiting privacy breaches in privacy preserving data mining, Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, p.211-222, June 09-11, 2003, San Diego, California
	Vijay S. Iyengar, Transforming data to satisfy privacy constraints, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
	John F. Roddick , Peter Fule , Warwick J. Graco, Exploratory medical knowledge discovery: experiences and issues, ACM SIGKDD Explorations Newsletter, v.5 n.1, p.94-99, July 2003
	Wenliang Du , Zhijun Zhan, Building decision tree classifier on private data, Proceedings of the IEEE international conference on Privacy, security and data mining, p.1-8, December 01, 2002, Maebashi City, Japan
	Murat Kantarcioglu , Jaideep Vaidya, An architecture for privacy-preserving mining of client information, Proceedings of the IEEE international conference on Privacy, security and data mining, p.37-42, December 01, 2002, Maebashi City, Japan
	Nan Zhang , Wei Zhao , Jianer Chen, Cardinality-based inference control in OLAP systems: an information theoretic approach, Proceedings of the 7th ACM international workshop on Data warehousing and OLAP, November 12-13, 2004, Washington, DC, USA
	Bhavani Thuraisingham, Data mining, national security, privacy and civil liberties, ACM SIGKDD Explorations Newsletter, v.4 n.2, p.1-5, December 2002
	Jaideep Vaidya , Chris Clifton, Privacy preserving association rule mining in vertically partitioned data, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
	Binto George , Anna Valeva, A database security course on a shoestring, ACM SIGCSE Bulletin, v.38 n.1, March 2006
	Wenliang Du , Zhijun Zhan, A practical approach to solve Secure Multi-party Computation problems, Proceedings of the 2002 workshop on New security paradigms, September 23-26, 2002, Virginia Beach, Virginia
	Irit Dinur , Kobbi Nissim, Revealing information while preserving privacy, Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, p.202-210, June 09-11, 2003, San Diego, California
	Radu Sion, Query execution assurance for outsourced databases, Proceedings of the 31st international conference on Very large data bases, August 30-September 02, 2005, Trondheim, Norway
	Claus Boyens , Oliver Günther , Maximilian Teltzrow, Privacy conflicts in CRM services for online shops: a case study, Proceedings of the IEEE international conference on Privacy, security and data mining, p.27-35, December 01, 2002, Maebashi City, Japan
	Wenliang Du , Mikhail J. Atallah, Secure multi-party computation problems and their applications: a review and open problems, Proceedings of the 2001 workshop on New security paradigms, September 10-13, 2001, Cloudcroft, New Mexico
	Chris Clifton , Murat Kantarcioglu , Jaideep Vaidya , Xiaodong Lin , Michael Y. Zhu, Tools for privacy preserving distributed data mining, ACM SIGKDD Explorations Newsletter, v.4 n.2, p.28-34, December 2002
	Wenliang Du , Zhijun Zhan, Using randomized response techniques for privacy-preserving data mining, Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2003, Washington, D.C.
	Jaideep Vaidya , Chris Clifton, Privacy-preserving k-means clustering over vertically partitioned data, Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2003, Washington, D.C.
	Peter Fule , John F. Roddick, Detecting privacy and ethical sensitivity in data mining results, Proceedings of the 27th Australasian conference on Computer science, p.159-166, January 01, 2004, Dunedin, New Zealand
	Rakesh Agrawal , Alexandre Evfimievski , Ramakrishnan Srikant, Information sharing across private databases, Proceedings of the 2003 ACM SIGMOD international conference on Management of data, June 09-12, 2003, San Diego, California
	David Woodruff , Jessica Staddon, Private inference control, Proceedings of the 11th ACM conference on Computer and communications security, October 25-29, 2004, Washington DC, USA
	Md. Zahidul Islam , Ljiljana Brankovic, A framework for privacy preserving classification in data mining, Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation, p.163-168, January 01, 2004, Dunedin, New Zealand
	Alexandre Evfimievski, Randomization in privacy preserving data mining, ACM SIGKDD Explorations Newsletter, v.4 n.2, p.43-48, December 2002
	Gunther Schadow , Shaun J. Grannis , Clement J. McDonald, Discussion paper: privacy-preserving distributed queries for a clinical case research network, Proceedings of the IEEE international conference on Privacy, security and data mining, p.55-65, December 01, 2002, Maebashi City, Japan
	Vladimir Estivill-Castro , Chris Clifton, Preface: proceedings of the ICDM 2002 workshop on privacy, security, and data mining, Proceedings of the IEEE international conference on Privacy, security and data mining, p..1, December 01, 2002, Maebashi City, Japan
	Jennifer L. Wong , Jessica Feng , Darko Kirovski , Miodrag Potkonjak, Security in sensor networks: watermarking techniques, Wireless sensor networks, Kluwer Academic Publishers, Norwell, MA, 2004
	Alexandre Evfimievski , Ramakrishnan Srikant , Rakesh Agarwal , Johannes Gehrke, Privacy preserving mining of association rules, Information Systems, v.29 n.4, p.343-364, June 2004
	Yi Xia , Yirong Yang , Yun Chi, Mining association rules with non-uniform privacy concerns, Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery, June 13, 2004, Paris, France
	Xintao Wu , Yongge Wang , Yuliang Zheng, Privacy preserving database application testing, Proceedings of the 2003 ACM workshop on Privacy in the electronic society, October 30, 2003, Washington, DC
	Murat Kantarcioglu , Chris Clifton, Privacy-Preserving Distributed Mining of Association Rules on Horizontally Partitioned Data, IEEE Transactions on Knowledge and Data Engineering, v.16 n.9, p.1026-1037, September 2004
	Boštjan Brumen , Tatjana Welzer , Marjan Družovec , Izidor Golob , Hannu Jaakkola , Ivan Rozman , Jiři Kubalik, Protecting medical data for decision-making analyses, Journal of Medical Systems, v.29 n.1, p.65-80, February 2005
	Rebecca Wright , Zhiqiang Yang, Privacy-preserving Bayesian network structure computation on distributed heterogeneous data, Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, August 22-25, 2004, Seattle, WA, USA
	Murat Kantarcioǧlu , Jiashun Jin , Chris Clifton, When do data mining results violate privacy?, Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, August 22-25, 2004, Seattle, WA, USA
	Yu Zhu , Lei Liu, Optimal randomization for privacy preserving data mining, Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, August 22-25, 2004, Seattle, WA, USA
	Vassilios S. Verykios , Elisa Bertino , Igor Nai Fovino , Loredana Parasiliti Provenza , Yucel Saygin , Yannis Theodoridis, State-of-the-art in privacy preserving data mining, ACM SIGMOD Record, v.33 n.1, March 2004
	Ari Juels , John Brainard, Soft blocking: flexible blocker tags on the cheap, Proceedings of the 2004 ACM workshop on Privacy in the electronic society, October 28-28, 2004, Washington DC, USA
	Staal A. Vinterbo, Privacy: A Machine Learning View, IEEE Transactions on Knowledge and Data Engineering, v.16 n.8, p.939-948, August 2004
	Yücel Saygin , Vassilios S. Verykios , Chris Clifton, Using unknowns to prevent discovery of association rules, ACM SIGMOD Record, v.30 n.4, December 2001
	Vassilios S. Verykios , Ahmed K. Elmagarmid , Elisa Bertino , Yucel Saygin , Elena Dasseni, Association Rule Hiding, IEEE Transactions on Knowledge and Data Engineering, v.16 n.4, p.434-447, April 2004
	Haimonti Dutta , Hillol Kargupta , Souptik Datta , Krishnamoorthy Sivakumar, Analysis of privacy preserving random perturbation techniques: further explorations, Proceedings of the 2003 ACM workshop on Privacy in the electronic society, October 30, 2003, Washington, DC
	Elaine M. Newton , Latanya Sweeney , Bradley Malin, Preserving Privacy by De-Identifying Face Images, IEEE Transactions on Knowledge and Data Engineering, v.17 n.2, p.232-243, February 2005
	Zhiqiang Yang , Sheng Zhong , Rebecca N. Wright, Anonymity-preserving data collection, Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, August 21-24, 2005, Chicago, Illinois, USA
	Srinivasan Parthasarathy , Charu C. Aggarwal, On the Use of Conceptual Reconstruction for Mining Massively Incomplete Data Sets, IEEE Transactions on Knowledge and Data Engineering, v.15 n.6, p.1512-1521, November 2003
	Federico Michele Facca , Pier Luca Lanzi, Mining interesting knowledge from weblogs: a survey, Data & Knowledge Engineering, v.53 n.3, p.225-241, June 2005
	Chao Yao , X. Sean Wang , Sushil Jajodia, Checking for k-anonymity violation by views, Proceedings of the 31st international conference on Very large data bases, August 30-September 02, 2005, Trondheim, Norway
	Adam Meyerson , Ryan Williams, On the complexity of optimal K-anonymity, Proceedings of the twenty-third ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 14-16, 2004, Paris, France
	Charu C. Aggarwal, On k-anonymity and the curse of dimensionality, Proceedings of the 31st international conference on Very large data bases, August 30-September 02, 2005, Trondheim, Norway
	Zhengli Huang , Wenliang Du , Biao Chen, Deriving private information from randomized data, Proceedings of the 2005 ACM SIGMOD international conference on Management of data, June 14-16, 2005, Baltimore, Maryland
	Nan Zhang , Shengquan Wang , Wei Zhao, A new scheme on privacy-preserving data classification, Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, August 21-24, 2005, Chicago, Illinois, USA
	Sheng Zhong , Zhiqiang Yang , Rebecca N. Wright, Privacy-enhancing k-anonymization of customer data, Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 13-15, 2005, Baltimore, Maryland
	Rajan M. Lukose , Eytan Adar , Joshua R. Tyler , Caesar Sengupta, SHOCK: communicating with computational messages and automatic private profiles, Proceedings of the 12th international conference on World Wide Web, May 20-24, 2003, Budapest, Hungary
	Avrim Blum , Cynthia Dwork , Frank McSherry , Kobbi Nissim, Practical privacy: the SuLQ framework, Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 13-15, 2005, Baltimore, Maryland
	Laks V. S. Lakshmanan , Raymond T. Ng , Ganesh Ramesh, To do or not to do: the dilemma of disclosing anonymized data, Proceedings of the 2005 ACM SIGMOD international conference on Management of data, June 14-16, 2005, Baltimore, Maryland
	Sheng Zhang , Fillia Makedon, Privacy preserving learning in negotiation, Proceedings of the 2005 ACM symposium on Applied computing, March 13-17, 2005, Santa Fe, New Mexico
	Jaideep Vaidya , Chris Clifton, Privacy-Preserving Data Mining: Why, How, and When, IEEE Security and Privacy, v.2 n.6, p.19-27, November 2004
	Rakesh Agrawal , Ramakrishnan Srikant , Dilys Thomas, Privacy preserving OLAP, Proceedings of the 2005 ACM SIGMOD international conference on Management of data, June 14-16, 2005, Baltimore, Maryland
	Huseyin Polat , Wenliang Du, SVD-based collaborative filtering with privacy, Proceedings of the 2005 ACM symposium on Applied computing, March 13-17, 2005, Santa Fe, New Mexico
	Rakesh Agrawal , Jerry Kiernan , Ramakrishnan Srikant , Yirong Xu, XPref: a preference language for P3P, Computer Networks: The International Journal of Computer and Telecommunications Networking, v.48 n.5, p.809-827, 5 August 2005
	Bhavani Thuraisingham, Directions for security and privacy for semantic e-business applications, Communications of the ACM, v.48 n.12, December 2005
	Jianping Fan , Hangzai Luo , Mohand-Said Hacid , Elisa Bertino, A novel approach for privacy-preserving video sharing, Proceedings of the 14th ACM international conference on Information and knowledge management, October 31-November 05, 2005, Bremen, Germany
	Lingyu Wang , Duminda Wijesekera , Sushil Jajodia, Cardinality-based inference control in data cubes, Journal of Computer Security, v.12 n.5, p.655-692, September 2004
	Qiang Huang , David Jao , Helen J. Wang, Applications of secure electronic voting to automated privacy-preserving troubleshooting, Proceedings of the 12th ACM conference on Computer and communications security, November 07-11, 2005, Alexandria, VA, USA
	A. D. Jhingran , N. Mattos , H. Pirahesh, Information integration: A research agenda, IBM Systems Journal, v.41 n.4, p.555-562, October 2002
	Toon Calders, Computational complexity of itemset frequency satisfiability, Proceedings of the twenty-third ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 14-16, 2004, Paris, France
	David E. Bakken , Rupa Parameswaran , Douglas M. Blough , Andy A. Franz , Ty J. Palmer, Data Obfuscation: Anonymity and Desensitization of Usable Data Sets, IEEE Security and Privacy, v.2 n.6, p.34-41, November 2004
	Rakesh Agrawal , Jerry Kiernan , Ramakrishnan Srikant , Yirong Xu, An XPath-based preference language for P3P, Proceedings of the 12th international conference on World Wide Web, May 20-24, 2003, Budapest, Hungary
	Alexandre Evfimievski , Ramakrishnan Srikant , Rakesh Agrawal , Johannes Gehrke, Privacy preserving mining of association rules, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
	Raymond Chi-Wing , Jiuyong Li , Ada Wai-Chee Fu , Ke Wang, (α, k)-anonymity: an enhanced k-anonymity model for privacy preserving data publishing, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
	Xiaodong Lin , Chris Clifton , Michael Zhu, Privacy-preserving clustering with distributed EM mixture modeling, Knowledge and Information Systems, v.8 n.1, p.68-81, July 2005
	Daniel Kifer , Johannes Gehrke, Injecting utility into anonymized datasets, Proceedings of the 2006 ACM SIGMOD international conference on Management of data, June 27-29, 2006, Chicago, IL, USA
	Xintao Wu , Songtao Guo , Yingjiu Li, Towards value disclosure analysis in modeling general databases, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Arjun Dasgupta , Nan Zhang , Gautam Das , Surajit Chaudhuri, Privacy preservation of aggregates in hidden databases: why and how?, Proceedings of the 35th SIGMOD international conference on Management of data, June 29-July 02, 2009, Providence, Rhode Island, USA
	Justin Brickell , Vitaly Shmatikov, Efficient anonymity-preserving data collection, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
	Juggapong Natwichai , Xue Li , Maria E. Orlowska, A reconstruction-based algorithm for classification rules hiding, Proceedings of the 17th Australasian Database Conference, p.49-58, January 16-19, 2006, Hobart, Australia
	Shun-Dong Li , Yi-Qi Dai, Secure two-party computational geometry, Journal of Computer Science and Technology, v.20 n.2, p.258-263, March 2005
	En Tzu Wang , Guanling Lee, An efficient sanitization algorithm for balancing information privacy and knowledge discovery in association patterns mining, Data & Knowledge Engineering, v.65 n.3, p.463-484, June, 2008
	Anant Jhingran, Moving up the food chain: supporting e-commerce applications on databases, ACM SIGMOD Record, v.29 n.4, p.50-54, Dec. 2000
	Ling Qiu , Yingjiu Li , Xintao Wu, Preserving privacy in association rule mining with bloom filters, Journal of Intelligent Information Systems, v.29 n.3, p.253-278, December 2007
	Kristen LeFevre , David J. DeWitt , Raghu Ramakrishnan, Workload-aware anonymization, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
	Mohammed Ketel , Abdollah Homaifar, Privacy-preserving mining by rotational data transformation, Proceedings of the 43rd annual southeast regional conference, March 18-20, 2005, Kennesaw, Georgia
	Philippe Golle , Frank McSherry , Ilya Mironov, Data collection with self-enforcing privacy, Proceedings of the 13th ACM conference on Computer and communications security, October 30-November 03, 2006, Alexandria, Virginia, USA
	Jon Crowcroft , Peter Key, Report from the clean slate network research post-sigcomm 2006 workshop, ACM SIGCOMM Computer Communication Review, v.37 n.1, January 2007
	Joan Feigenbaum , Yuval Ishai , Tal Malkin , Kobbi Nissim , Martin J. Strauss , Rebecca N. Wright, Secure multiparty computation of approximations, ACM Transactions on Algorithms (TALG), v.2 n.3, p.435-472, July 2006
	Hillol Kargupta , Souptik Datta , Qi Wang , Krishnamoorthy Sivakumar, Random-data perturbation techniques and privacy-preserving data mining, Knowledge and Information Systems, v.7 n.4, p.387-414, May 2005
	Wan Haiping , He Huacan, Tools for privacy preserving Kernel methods in data mining, Proceedings of the 24th IASTED international conference on Artificial intelligence and applications, p.388-391, February 13-16, 2006, Innsbruck, Austria
	Songtao Guo , Xintao Wu, On the use of spectral filtering for privacy preserving data mining, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Shubha U. Nabar , Bhaskara Marthi , Krishnaram Kenthapadi , Nina Mishra , Rajeev Motwani, Towards robustness in query auditing, Proceedings of the 32nd international conference on Very large data bases, September 12-15, 2006, Seoul, Korea
	Dan Frankowski , Dan Cosley , Shilad Sen , Loren Terveen , John Riedl, You are what you say: privacy risks of public mentions, Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, August 06-11, 2006, Seattle, Washington, USA
	Sheng Zhang , James Ford , Fillia Makedon, A privacy-preserving collaborative filtering scheme with two-way communication, Proceedings of the 7th ACM conference on Electronic commerce, p.316-323, June 11-15, 2006, Ann Arbor, Michigan, USA
	Charu C. Aggarwal , Jian Pei , Bo Zhang, On privacy preservation against adversarial data mining, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
	Hwanjo Yu , Xiaoqian Jiang , Jaideep Vaidya, Privacy-preserving SVM using nonlinear kernels on horizontally partitioned data, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Bikram Sengupta , Satish Chandra , Vibha Sinha, A research agenda for distributed software development, Proceeding of the 28th international conference on Software engineering, May 20-28, 2006, Shanghai, China
	Ashwin Machanavajjhala , Daniel Kifer , Johannes Gehrke , Muthuramakrishnan Venkitasubramaniam, L-diversity: Privacy beyond k-anonymity, ACM Transactions on Knowledge Discovery from Data (TKDD), v.1 n.1, p.3-es, March 2007
	Janak J. Parekh , Ke Wang , Salvatore J. Stolfo, Privacy-preserving payload-based correlation for accurate malicious traffic detection, Proceedings of the 2006 SIGCOMM workshop on Large-scale attack defense, p.99-106, September 11-15, 2006, Pisa, Italy
	Justin Zhan , Stan Matwin , LiWu Chang, Privacy-preserving collaborative association rule mining, Journal of Network and Computer Applications, v.30 n.3, p.1216-1227, August, 2007
	Boris Rozenberg , Ehud Gudes, Association rules mining in vertically partitioned databases, Data & Knowledge Engineering, v.59 n.2, p.378-396, November 2006
	Lars Backstrom , Cynthia Dwork , Jon Kleinberg, Wherefore art thou r3579x?: anonymized social networks, hidden patterns, and structural steganography, Proceedings of the 16th international conference on World Wide Web, May 08-12, 2007, Banff, Alberta, Canada
	Boaz Barak , Kamalika Chaudhuri , Cynthia Dwork , Satyen Kale , Frank McSherry , Kunal Talwar, Privacy, accuracy, and consistency too: a holistic solution to contingency table release, Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 11-13, 2007, Beijing, China
	Marco Gruteser , Graham Schelle , Ashish Jain , Rick Han , Dirk Grunwald, Privacy-aware location sensor networks, Proceedings of the 9th conference on Hot Topics in Operating Systems, p.28-28, May 18-21, 2003, Lihue, Hawaii
	Shyue-Liang Wang , Bhavesh Parikh , Ayat Jafari, Hiding informative association rule sets, Expert Systems with Applications: An International Journal, v.33 n.2, p.316-323, August, 2007
	Tarek Abdelzaher , Yaw Anokwa , Peter Boda , Jeff Burke , Deborah Estrin , Leonidas Guibas , Aman Kansal , Samuel Madden , Jim Reich, Mobiscopes for Human Spaces, IEEE Pervasive Computing, v.6 n.2, p.20-29, April 2007
	Min Mun , Sasank Reddy , Katie Shilton , Nathan Yau , Jeff Burke , Deborah Estrin , Mark Hansen , Eric Howard , Ruth West , Péter Boda, PEIR, the personal environmental impact report, as a platform for participatory sensing systems research, Proceedings of the 7th international conference on Mobile systems, applications, and services, June 22-25, 2009, Kraków, Poland
	Ling Qiu , Kok-Leong Ong , Siu Man Lui, Safely delegating data mining tasks, Proceedings of the fifth Australasian conference on Data mining and analystics, p.1-7, November 29-30, 2006, Sydney, Australia
	Joyee Ghosh , Jerome P. Reiter , Alan F. Karr, Secure computation with horizontally partitioned data using adaptive regression splines, Computational Statistics & Data Analysis, v.51 n.12, p.5813-5820, August, 2007
	F. Emekci , O. D. Sahin , D. Agrawal , A. El Abbadi, Privacy preserving decision tree learning over multiple parties, Data & Knowledge Engineering, v.63 n.2, p.348-361, November, 2007
	Raymond Chi-Wing Wong , Ada Wai-Chee Fu , Ke Wang , Jian Pei, Anonymization-based attacks in privacy-preserving data publishing, ACM Transactions on Database Systems (TODS), v.34 n.2, p.1-46, June 2009
	Seung-Woo Kim , Sanghyun Park , Jung-Im Won , Sang-Wook Kim, Privacy preserving data mining of sequential patterns for network traffic data, Information Sciences: an International Journal, v.178 n.3, p.694-713, February, 2008
	Mukesh Mohania , Rema Ananthanarayanan , Ajay Gupta, Editorial: Some issues in privacy data management, Data & Knowledge Engineering, v.63 n.3, p.591-596, December, 2007
	Vibhor Rastogi , Dan Suciu , Sungho Hong, The boundary between privacy and utility in data publishing, Proceedings of the 33rd international conference on Very large data bases, September 23-27, 2007, Vienna, Austria
	G. Aggarwal , M. Bawa , P. Ganesan , H. Garcia-Molina , K. Kenthapadi , N. Mishra , R. Motwani , U. Srivastava , D. Thomas , J. Widom , Y. Xu, Vision paper: enabling privacy for the paranoids, Proceedings of the Thirtieth international conference on Very large data bases, p.708-719, August 31-September 03, 2004, Toronto, Canada
	Bijit Hore , Sharad Mehrotra , Gene Tsudik, A privacy-preserving index for range queries, Proceedings of the Thirtieth international conference on Very large data bases, p.720-731, August 31-September 03, 2004, Toronto, Canada
	Shariq J. Rizvi , Jayant R. Haritsa, Maintaining data privacy in association rule mining, Proceedings of the 28th international conference on Very Large Data Bases, p.682-693, August 20-23, 2002, Hong Kong, China
	Xuehua Shen , Bin Tan , ChengXiang Zhai, Privacy protection in personalized search, ACM SIGIR Forum, v.41 n.1, p.4-17, June 2007
	Shibnath Mukherjee , Madhushri Banerjee , Zhiyuan Chen , Aryya Gangopadhyay, A privacy preserving technique for distance-based classification with worst case privacy guarantees, Data & Knowledge Engineering, v.66 n.2, p.264-288, August, 2008
	Kirsten Wahlstrom , Gerald Quirchmayr, The motivation and proposition of a privacy-enhancing architecture for operational databases, Proceedings of the fifth Australasian symposium on ACSW frontiers, January 30-February 02, 2007, Ballarat, Australia
	Xun Yi , Yanchun Zhang, Privacy-preserving distributed association rule mining via semi-trusted mixer, Data & Knowledge Engineering, v.63 n.2, p.550-567, November, 2007
	Jun-Lin Lin , Julie Yu-Chih Liu, Privacy preserving itemset mining through fake transactions, Proceedings of the 2007 ACM symposium on Applied computing, March 11-15, 2007, Seoul, Korea
	Yabo Xu , Ke Wang , Benyu Zhang , Zheng Chen, Privacy-enhancing personalized web search, Proceedings of the 16th international conference on World Wide Web, May 08-12, 2007, Banff, Alberta, Canada
	Jaideep Vaidya , Chris Clifton, Secure set intersection cardinality with application to association rule mining, Journal of Computer Security, v.13 n.4, p.593-622, July 2005
	Shyue-Liang Wang , Dipen Patel , Ayat Jafari , Tzung-Pei Hong, Hiding collaborative recommendation association rules, Applied Intelligence, v.27 n.1, p.67-77, August 2007
	Marco Gruteser , Dirk Grunwald, Anonymous Usage of Location-Based Services Through Spatial and Temporal Cloaking, Proceedings of the 1st international conference on Mobile systems, applications and services, p.31-42, May 05-08, 2003, San Francisco, California
	Raymond Chi-Wing Wong , Ada Wai-Chee Fu , Ke Wang , Jian Pei, Minimality attack in privacy preserving data publishing, Proceedings of the 33rd international conference on Very large data bases, September 23-27, 2007, Vienna, Austria
	Sébastien Gambs , Balázs Kégl , Esma Aïmeur, Privacy-preserving boosting, Data Mining and Knowledge Discovery, v.14 n.1, p.131-170, February 2007
	Bhavani Thuraisingham, Security and privacy for multimedia database management systems, Multimedia Tools and Applications, v.33 n.1, p.13-29, April 2007
	Charu C. Aggarwal , Philip S. Yu, On static and dynamic methods for condensation-based privacy-preserving data mining, ACM Transactions on Database Systems (TODS), v.33 n.1, p.1-39, March 2008
	Spiros Papadimitriou , Feifei Li , George Kollios , Philip S. Yu, Time series compressibility and privacy, Proceedings of the 33rd international conference on Very large data bases, September 23-27, 2007, Vienna, Austria
	Rhys Smith , Jianhua Shao, Privacy and e-commerce: a consumer-centric perspective, Electronic Commerce Research, v.7 n.2, p.89-116, June 2007
	Feifei Li , Marios Hadjieleftheriou , George Kollios , Leonid Reyzin, Dynamic authenticated index structures for outsourced databases, Proceedings of the 2006 ACM SIGMOD international conference on Management of data, June 27-29, 2006, Chicago, IL, USA
	C. Orlandi , A. Piva , M. Barni, Oblivious neural network computing via homomorphic encryption, European Journal of Information Systems, v.2007 n.1, p.1-10, January 2007
	Divyesh Shah , Sheng Zhong, Two methods for privacy preserving data mining with malicious participants, Information Sciences: an International Journal, v.177 n.23, p.5468-5483, December, 2007
	Shibnath Mukherjee , Zhiyuan Chen , Aryya Gangopadhyay, A privacy-preserving technique for Euclidean distance-based mining algorithms using Fourier-related transforms, The VLDB Journal — The International Journal on Very Large Data Bases, v.15 n.4, p.293-315, November 2006
	Wei Jiang , Chris Clifton, A secure distributed framework for achieving k-anonymity, The VLDB Journal — The International Journal on Very Large Data Bases, v.15 n.4, p.316-333, November 2006
	Hui Xiong , Michael Steinbach , Vipin Kumar, Privacy leakage in multi-relational databases: a semi-supervised learning perspective, The VLDB Journal — The International Journal on Very Large Data Bases, v.15 n.4, p.388-402, November 2006
	Ali İnan , Selim V. Kaya , Yücel Saygın , Erkay Savaş , Ayça A. Hintoğlu , Albert Levi, Privacy preserving clustering on horizontally partitioned data, Data & Knowledge Engineering, v.63 n.3, p.646-666, December, 2007
	Miguel Castro , Manuel Costa , Jean-Philippe Martin, Better bug reporting with better privacy, ACM SIGPLAN Notices, v.43 n.3, March 2008
	Jon M. Kleinberg, Challenges in mining social network data: processes, privacy, and paradoxes, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, p.4-5, August 12-15, 2007, San Jose, California, USA
	Francesco Bonchi , Bradley Malin , Yücel Saygin, Guest editorial: Recent advances in preserving privacy when mining data, Data & Knowledge Engineering, v.65 n.1, p.1-4, April, 2008
	Richard Cissée , Sahin Albayrak, An agent-based approach for privacy-preserving recommender systems, Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems, May 14-18, 2007, Honolulu, Hawaii
	Zekeriya Erkin , Alessandro Piva , Stefan Katzenbeisser , R. L. Lagendijk , Jamshid Shokrollahi , Gregory Neven , Mauro Barni, Protection and retrieval of encrypted multimedia content: when cryptography meets signal processing, EURASIP Journal on Information Security, v.7 n.2, p.1-20, January 2007
	Jiexing Li , Yufei Tao , Xiaokui Xiao, Preservation of proximity privacy in publishing numerical sensitive data, Proceedings of the 2008 ACM SIGMOD international conference on Management of data, June 09-12, 2008, Vancouver, Canada
	Zhiqiang Yang , Rebecca N. Wright, Privacy-Preserving Computation of Bayesian Networks on Vertically Partitioned Data, IEEE Transactions on Knowledge and Data Engineering, v.18 n.9, p.1253-1264, September 2006
	Xiao-Bai Li , Sumit Sarkar, A Tree-Based Data Perturbation Approach for Privacy-Preserving Data Mining, IEEE Transactions on Knowledge and Data Engineering, v.18 n.9, p.1278-1283, September 2006
	Dino Pedreshi , Salvatore Ruggieri , Franco Turini, Discrimination-aware data mining, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
	Shipra Agrawal , Jayant R. Haritsa , B. Aditya Prakash, FRAPP: a framework for high-accuracy privacy-preserving mining, Data Mining and Knowledge Discovery, v.18 n.1, p.101-139, February 2009
	Faris Alqadah , Zhen Hu , Lawrence J. Mazlack, Identifying appropriate methodologies and strategies for vertical mining with incomplete data, WSEAS Transactions on Computers, v.7 n.12, p.1906-1915, December 2008
	Wenliang Du , Zhouxuan Teng , Zutao Zhu, Privacy-MaxEnt: integrating background knowledge in privacy quantification, Proceedings of the 2008 ACM SIGMOD international conference on Management of data, June 09-12, 2008, Vancouver, Canada
	Mahir Can Doganay , Thomas B. Pedersen , Yücel Saygin , Erkay Savaş , Albert Levi, Distributed privacy preserving k-means clustering with additive secret sharing, Proceedings of the 2008 international workshop on Privacy and anonymity in information society, March 29-29, 2008, Nantes, France
	Phillip Porras , Vitaly Shmatikov, Large-scale collection and sanitization of network security data: risks and challenges, Proceedings of the 2006 workshop on New security paradigms, September 19-22, 2006, Germany
	Toon Calders, Itemset frequency satisfiability: Complexity and axiomatization, Theoretical Computer Science, v.394 n.1-2, p.84-111, March, 2008
	Paul Bunn , Rafail Ostrovsky, Secure two-party k-means clustering, Proceedings of the 14th ACM conference on Computer and communications security, October 28-31, 2007, Alexandria, Virginia, USA
	Li Liu , Murat Kantarcioglu , Bhavani Thuraisingham, The applicability of the perturbation based privacy preserving data mining for real-world data, Data & Knowledge Engineering, v.65 n.1, p.5-21, April, 2008
	Geetha Jagannathan , Rebecca N. Wright, Privacy-preserving imputation of missing data, Data & Knowledge Engineering, v.65 n.1, p.40-56, April, 2008
	Justin Brickell , Donald E. Porter , Vitaly Shmatikov , Emmett Witchel, Privacy-preserving remote diagnostics, Proceedings of the 14th ACM conference on Computer and communications security, October 28-31, 2007, Alexandria, Virginia, USA
	Baik Hoh , Marco Gruteser , Hui Xiong , Ansaf Alrabady, Preserving privacy in gps traces via uncertainty-aware path cloaking, Proceedings of the 14th ACM conference on Computer and communications security, October 28-31, 2007, Alexandria, Virginia, USA
	Rupa Parameswaran , Douglas M. Blough, Privacy preserving data obfuscation for inherently clustered data, International Journal of Information and Computer Security, v.2 n.1, p.4-26, January 2008
	Shibnath Mukherjee , Zhiyuan Chen , Aryya Gangopadhyay, A fuzzy programming approach for data reduction and privacy in distance-based mining, International Journal of Information and Computer Security, v.2 n.1, p.27-47, January 2008
	Jie Wang , Jun Zhang , Shuting Xu , Weijun Zhong, A novel data distortion approach via selective SSVD for privacy protection, International Journal of Information and Computer Security, v.2 n.1, p.48-70, January 2008
	Xiaoyun He , Basit Shafiq , Jaideep Vaidya , Nabil Adam, Privacy-preserving link discovery, Proceedings of the 2008 ACM symposium on Applied computing, March 16-20, 2008, Fortaleza, Ceara, Brazil
	Xintao Wu , Yongge Wang , Songtao Guo , Yuliang Zheng, Privacy Preserving Database Generation for Database Application Testing, Fundamenta Informaticae, v.78 n.4, p.595-612, December 2007
	Lingyu Wang , Yingjiu Li , Sushil Jajodia , Duminda Wijesekera, Parity-based inference control for multi-dimensional range sum queries, Journal of Computer Security, v.15 n.4, p.417-445, September 2007
	Haixun Wang , Jian Yin , Chang-shing Perng , Philip S. Yu, Dual encryption for query integrity assurance, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Jaideep Vaidya , Chris Clifton , Murat Kantarcioglu , A. Scott Patterson, Privacy-preserving decision trees over vertically partitioned data, ACM Transactions on Knowledge Discovery from Data (TKDD), v.2 n.3, p.1-27, October 2008
	Ye Chen , Divakaran Liginlal, A maximum entropy approach to feature selection in knowledge-based authentication, Decision Support Systems, v.46 n.1, p.388-398, December, 2008
	Charu C. Aggarwal , Philip S. Yu, A framework for condensation-based anonymization of string data, Data Mining and Knowledge Discovery, v.16 n.3, p.251-275, June 2008
	Boštjan Brumen , Izidor Golob , Tatjana Welzer , Marjan Družovec , Ivan Rozman , Hannu Jaakkola, An Algorithm for Protecting Knowledge Discovery Data, Informatica, v.14 n.3, p.277-288, August 2003
	Yufei Tao , Xiaokui Xiao, Efficient temporal counting with bounded error, The VLDB Journal — The International Journal on Very Large Data Bases, v.17 n.5, p.1271-1292, August 2008
	Sheng Zhong , Zhiqiang Yang, Guided perturbation: towards private and accurate mining, The VLDB Journal — The International Journal on Very Large Data Bases, v.17 n.5, p.1165-1177, August 2008
	P. L. Bradshaw , K. W. Brannon , T. Clark , K. Dahman , S. Doraiswamy , L. Duyanovich , B. L. Hillsberg , W. Hineman , M. Kaczmarski , B. J. Klingenberg , X. Ma , R. Rees, Archive storage system design for long-term storage of massive amounts of data, IBM Journal of Research and Development, v.52 n.4, p.379-388, July 2008
	Qingfeng Chen , Shichao Zhang , Yi-Ping Phoebe Chen, Rule-based dependency models for security protocol analysis, Integrated Computer-Aided Engineering, v.15 n.4, p.369-380, December 2008
	Shyue-Liang Wang , Rajeev Maskey , Ayat Jafari , Tzung-Pei Hong, Efficient sanitization of informative association rules, Expert Systems with Applications: An International Journal, v.35 n.1-2, p.442-450, July, 2008
	Raghu K. Ganti , Yu-En Tsai , Tarek F. Abdelzaher, SenseWorld: Towards Cyber-Physical Social Networks, Proceedings of the 7th international conference on Information processing in sensor networks, p.563-564, April 22-24, 2008
	James Bo Begole , John C. Tang, Incorporating human and machine interpretation of unavailability and rhythm awareness into the design of collaborative applications, Human-Computer Interaction, v.22 n.1, p.7-45, May 2007
	Nan Zhang , Wei Zhao, Privacy-Preserving Data Mining Systems, Computer, v.40 n.4, p.52-58, April 2007
	Baik Hoh , Marco Gruteser , Ryan Herring , Jeff Ban , Daniel Work , Juan-Carlos Herrera , Alexandre M. Bayen , Murali Annavaram , Quinn Jacobson, Virtual trip lines for distributed privacy-preserving traffic monitoring, Proceeding of the 6th international conference on Mobile systems, applications, and services, June 17-20, 2008, Breckenridge, CO, USA
	S. Abdullah , M. D. Ibrahim , A. Zaharim , Z. Mohd Nopiah, Statistical analysis of a nonstationary fatigue data using the ARIMA approach, WSEAS Transactions on Mathematics, v.7 n.2, p.59-66, February 2008
	Arik Friedman , Ran Wolff , Assaf Schuster, Providing k-anonymity in data mining, The VLDB Journal — The International Journal on Very Large Data Bases, v.17 n.4, p.789-804, July 2008
	Jaideep Vaidya , Murat Kantarcıoğlu , Chris Clifton, Privacy-preserving Naïve Bayes classification, The VLDB Journal — The International Journal on Very Large Data Bases, v.17 n.4, p.879-898, July 2008
	Maurizio Atzori , Francesco Bonchi , Fosca Giannotti , Dino Pedreschi, Anonymity preserving pattern discovery, The VLDB Journal — The International Journal on Very Large Data Bases, v.17 n.4, p.703-727, July 2008
	LAKS V. S. Lakshmanan , Raymond T. Ng , Ganesh Ramesh, On disclosure risk analysis of anonymized itemsets in the presence of prior knowledge, ACM Transactions on Knowledge Discovery from Data (TKDD), v.2 n.3, p.1-44, October 2008
	Travis Kriplean , Evan Welbourne , Nodira Khoussainova , Vibhor Rastogi , Magdalena Balazinska , Gaetano Borriello , Tadayoshi Kohno , Dan Suciu, Physical Access Control for Captured RFID Data, IEEE Pervasive Computing, v.6 n.4, p.48-55, October 2007
	Fan Wu , Jiqiang Liu , Sheng Zhong, An efficient protocol for private and accurate mining of support counts, Pattern Recognition Letters, v.30 n.1, p.80-86, January, 2009
	Shipeng Yu , Glenn Fung , Romer Rosales , Sriram Krishnan , R. Bharat Rao , Cary Dehing-Oberije , Philippe Lambin, Privacy-preserving cox regression for survival analysis, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
	Kristen LeFevre , David J. DeWitt , Raghu Ramakrishnan, Workload-aware anonymization techniques for large-scale datasets, ACM Transactions on Database Systems (TODS), v.33 n.3, p.1-47, August 2008
	Panos Kalnis , Gabriel Ghinita , Kyriakos Mouratidis , Dimitris Papadias, Preventing Location-Based Identity Inference in Anonymous Spatial Queries, IEEE Transactions on Knowledge and Data Engineering, v.19 n.12, p.1719-1733, December 2007
	Magdalena Balazinska , Amol Deshpande , Michael J. Franklin , Phillip B. Gibbons , Jim Gray , Mark Hansen , Michael Liebhold , Suman Nath , Alexander Szalay , Vincent Tao, Data Management in the Worldwide Sensor Web, IEEE Pervasive Computing, v.6 n.2, p.30-40, April 2007
	Yi-Hung Wu , Chia-Ming Chiang , Arbee L. P. Chen, Hiding Sensitive Association Rules with Limited Side Effects, IEEE Transactions on Knowledge and Data Engineering, v.19 n.1, p.29-42, January 2007
	Xiaokui Xiao , Yufei Tao, Output perturbation with query relaxation, Proceedings of the VLDB Endowment, v.1 n.1, August 2008
	Justin Brickell , Vitaly Shmatikov, The cost of privacy: destruction of data-mining utility in anonymized data publishing, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
	Raghu K. Ganti , Nam Pham , Yu-En Tsai , Tarek F. Abdelzaher, PoolView: stream privacy for grassroots participatory sensing, Proceedings of the 6th ACM conference on Embedded network sensor systems, November 05-07, 2008, Raleigh, NC, USA
	Srivatsava Ranjit Ganta , Shiva Prasad Kasiviswanathan , Adam Smith, Composition attacks and auxiliary information in data privacy, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
	Shyue-Liang Wang, Maintenance of sanitizing informative association rules, Expert Systems with Applications: An International Journal, v.36 n.2, p.4006-4012, March, 2009
	Matthew Richardson, Learning about the world through long-term query logs, ACM Transactions on the Web (TWEB), v.2 n.4, p.1-27, October 2008
	Weijia Yang , Shangteng Huang, Data privacy protection in multi-party clustering, Data & Knowledge Engineering, v.67 n.1, p.185-199, October, 2008
	Hui (Wendy) Wang , Ruilin Liu, Hiding distinguished ones into crowd: privacy-preserving publishing data with outliers, Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology, March 24-26, 2009, Saint Petersburg, Russia
	Philippe Golle , Frank McSherry , Ilya Mironov, Data Collection with Self-Enforcing Privacy, ACM Transactions on Information and System Security (TISSEC), v.12 n.2, p.1-24, December 2008
	Nicolas Anciaux , Mehdi Benzine , Luc Bouganim , Philippe Pucheral , Dennis Shasha, Revelation on demand, Distributed and Parallel Databases, v.25 n.1-2, p.5-28, April 2009
	Stéphanie Jacquemont , François Jacquenet , Marc Sebban, Mining probabilistic automata: a statistical view of sequential pattern mining, Machine Learning, v.75 n.1, p.91-127, April 2009
	Xun Yi , Yanchun Zhang, Privacy-preserving naive Bayes classification on distributed data via semi-trusted mixers, Information Systems, v.34 n.3, p.371-380, May, 2009
	Shuting Xu , Shuhua Lai , Manying Qiu, Privacy preserving churn prediction, Proceedings of the 2009 ACM symposium on Applied Computing, March 08-12, 2009, Honolulu, Hawaii
	Jun-Lin Lin , Yung-Wei Cheng, Privacy preserving itemset mining through noisy items, Expert Systems with Applications: An International Journal, v.36 n.3, p.5711-5717, April, 2009
	Chao Yao , Lingyu Wang , X. Sean Wang , Claudio Bettini , Sushil Jajodia, Evaluating privacy threats in released database views by symmetric indistinguishability, Journal of Computer Security, v.17 n.1, p.5-42, January 2009
	Noman Mohammed , Benjamin C.M. Fung , Patrick C.K. Hung , Cheuk-kwong Lee, Anonymizing healthcare data: a case study on the blood transfusion service, Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, June 28-July 01, 2009, Paris, France
	Jordi Nin , Vicenç Torra, Towards the evaluation of time series protection methods, Information Sciences: an International Journal, v.179 n.11, p.1663-1677, May, 2009
	Haibing Lu , Yingjiu Li , Vijayalakshmi Atluri , Jaideep Vaidya, An efficient online auditing approach to limit private data disclosure, Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology, March 24-26, 2009, Saint Petersburg, Russia
	Noman Mohammed , Benjamin C. M. Fung , Ke Wang , Patrick C. K. Hung, Privacy-preserving data mashup, Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology, March 24-26, 2009, Saint Petersburg, Russia
	Faris Alqadah , Zhen Hu , Lawrence J. Mazlack, Vertical mining with incomplete data, Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems, p.380-385, October 26-28, 2008, Corfu, Greece
	Lisa Singh , Mehmet Sayal, Privately detecting bursts in streaming, distributed time series data, Data & Knowledge Engineering, v.68 n.6, p.509-530, June, 2009
	Kyriakos Mouratidis , Dimitris Sacharidis , Hweehwa Pang, Partially materialized digest scheme: an efficient verification method for outsourced databases, The VLDB Journal — The International Journal on Very Large Data Bases, v.18 n.1, p.363-381, January 2009
	Jun-Lin Lin , Meng-Cheng Wei, Genetic algorithm-based clustering approach for k-anonymization, Expert Systems with Applications: An International Journal, v.36 n.6, p.9784-9792, August, 2009
	Aris Gkoulalas-Divanis , Vassilios S. Verykiosc, An overview of privacy preserving data mining, Crossroads, v.15 n.4, p.23-26, June 2009
	Ling Qiu , Yingjiu Li , Xintao Wu, Protecting business intelligence and customer privacy while outsourcing data mining tasks, Knowledge and Information Systems, v.17 n.1, p.99-120, October 2008
	Songtao Guo , Xintao Wu , Yingjiu Li, Determining error bounds for spectral filtering based reconstruction methods in privacy preserving data mining, Knowledge and Information Systems, v.17 n.2, p.217-240, November 2008
	Yu Fu , A. Güneş Koru , Zhiyuan Chen , Khaled El Emam, A tree-based approach to preserve the privacy of software engineering data and predictive models, Proceedings of the 5th International Conference on Predictor Models in Software Engineering, May 18-19, 2009, Vancouver, British Columbia, Canada
	Ke Wang , Yabo Xu , Rong She , Philip S. Yu, Classification spanning private databases, Proceedings of the 21st national conference on Artificial intelligence, p.293-298, July 16-20, 2006, Boston, Massachusetts
	Azami Zaharim , Shahrum Abdullah , Mohammad Darahim Ibrahim , Zulkifli Mohd Nopiah, Genetic algorithm in time series fatigue analysis, Proceedings of the 13th WSEAS international conference on Applied mathematics, p.241-245, December 15-17, 2008, Puerto De La Cruz, Spain
	Wai Kit Wong , David Wai-lok Cheung , Ben Kao , Nikos Mamoulis, Secure kNN computation on encrypted databases, Proceedings of the 35th SIGMOD international conference on Management of data, June 29-July 02, 2009, Providence, Rhode Island, USA
	Sheng Zhong, On Distributed k-Anonymization, Fundamenta Informaticae, v.92 n.4, p.411-431, December 2009
	Gautam Das , Nan Zhang, Privacy risks in health databases from aggregate disclosure, Proceedings of the 2nd International Conference on PErvsive Technologies Related to Assistive Environments, p.1-4, June 09-13, 2009, Corfu, Greece
	Na Li , Nan Zhang , Sajal K. Das , Bhavani Thuraisingham, Privacy preservation in wireless sensor networks: A state-of-the-art survey, Ad Hoc Networks, v.7 n.8, p.1501-1514, November, 2009
	Raymond Wong , Jiuyong Li , Ada Fu , Ke Wang, (α, k)-anonymous data publishing, Journal of Intelligent Information Systems, v.33 n.2, p.209-234, October 2009
	Sheng Zhong , Zhiqiang Yang , Tingting Chen, k-Anonymous data collection, Information Sciences: an International Journal, v.179 n.17, p.2948-2963, August, 2009