Journal of the ACM (JACM)
Privacy-preserving data mining
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Technology and Privacy: The New Landscape
Technology and Privacy: The New Landscape
Collaborative filtering with privacy via factor analysis
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Data Mining and Knowledge Discovery: Making Sense Out of Data
IEEE Expert: Intelligent Systems and Their Applications
Unpacking "privacy" for a networked world
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Privacy Preserving Data Mining
CRYPTO '00 Proceedings of the 20th Annual International Cryptology Conference on Advances in Cryptology
k-anonymity: a model for protecting privacy
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Mining knowledge-sharing sites for viral marketing
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
State-of-the-art in privacy preserving data mining
ACM SIGMOD Record
Impacts of user privacy preferences on personalized systems: a comparative study
Designing personalized user experiences in eCommerce
Personal privacy through understanding and action: five pitfalls for designers
Personal and Ubiquitous Computing
Privacy in e-commerce: stated preferences vs. actual behavior
Communications of the ACM - Transforming China
\ell -Diversity: Privacy Beyond \kappa -Anonymity
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Personalized privacy preservation
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
You are what you say: privacy risks of public mentions
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Java Data Mining: Strategy, Standard, and Practice: A Practical Guide for architecture, design, and implementation
Demographic prediction based on user's browsing behavior
Proceedings of the 16th international conference on World Wide Web
Proceedings of the 16th international conference on World Wide Web
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
A Critique of k-Anonymity and Some of Its Enhancements
ARES '08 Proceedings of the 2008 Third International Conference on Availability, Reliability and Security
Understanding privacy settings in facebook with an audience view
UPSEC'08 Proceedings of the 1st Conference on Usability, Psychology, and Security
Privacy-Preserving Data Mining: Models and Algorithms
Privacy-Preserving Data Mining: Models and Algorithms
Discrimination-aware data mining
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Alambic: a privacy-preserving recommender system for electronic commerce
International Journal of Information Security
Towards the development of privacy-aware systems
Information and Software Technology
A Privacy-Protecting Business-Analytics Service for On-Line Transactions
International Journal of Electronic Commerce
Butler lies: awareness, deception and design
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Releasing search queries and clicks privately
Proceedings of the 18th international conference on World wide web
Inferring private information using social network data
Proceedings of the 18th international conference on World wide web
Irvine Proceedings of the 12th International Conference on Practice and Theory in Public Key Cryptography: PKC '09
A brief survey on anonymization techniques for privacy preserving publishing of social network data
ACM SIGKDD Explorations Newsletter
A Survey on Privacy Preserving Approaches in Data Publishing
DBTA '09 Proceedings of the 2009 First International Workshop on Database Technology and Applications
De-anonymizing Social Networks
SP '09 Proceedings of the 2009 30th IEEE Symposium on Security and Privacy
Enforcing access control in Web-based social networks
ACM Transactions on Information and System Security (TISSEC)
Privacy-preserving data publishing: A survey of recent developments
ACM Computing Surveys (CSUR)
A three-dimensional conceptual framework for database privacy
SDM'07 Proceedings of the 4th VLDB conference on Secure data management
Differential privacy: a survey of results
TAMC'08 Proceedings of the 5th international conference on Theory and applications of models of computation
Website privacy preservation for query log publishing
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Privacy-preserving query log mining for business confidentiality protection
ACM Transactions on the Web (TWEB)
Disambiguating identity web references using Web 2.0 data and semantics
Web Semantics: Science, Services and Agents on the World Wide Web
Three naive Bayes approaches for discrimination-free classification
Data Mining and Knowledge Discovery
Inside WikiLeaks: My Time with Julian Assange at the World's Most Dangerous Website
Inside WikiLeaks: My Time with Julian Assange at the World's Most Dangerous Website
ICALP'06 Proceedings of the 33rd international conference on Automata, Languages and Programming - Volume Part II
Implementing privacy negotiations in e-commerce
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Imagined communities: awareness, information sharing, and privacy on the facebook
PET'06 Proceedings of the 6th international conference on Privacy Enhancing Technologies
Efficient negative databases from cryptographic hash functions
ISC'07 Proceedings of the 10th international conference on Information Security
Guest editorial: special issue on a decade of mining the Web
Data Mining and Knowledge Discovery
Guide to measuring privacy concern: Review of survey and observational instruments
International Journal of Human-Computer Studies
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Over the last decade, privacy has been widely recognised as one of the major problems of data collections in general and the Web in particular. This concerns specifically data arising from Web usage (such as querying or transacting) and social networking (characterised by rich self-profiling including relational information) and the inferences drawn from them. The data mining community has been very conscious of these issues and has addressed in particular the inference problems through various methods for "privacy-preserving data mining" and "privacy-preserving data publishing". However, it appears that these approaches by themselves cannot effectively solve the privacy problems posed by mining. We argue that this is due to the underlying notions of privacy and of data mining, both of which are too narrow. Drawing on notions of privacy not only as hiding, but as control and negotiation, as well as on data mining not only as modelling, but as the whole cycle of knowledge discovery, we offer an alternative view. This is intended to be a comprehensive view of the privacy challenges as well as solution approaches along all phases of the knowledge discovery cycle. The paper thus combines a survey with an outline of an agenda for a comprehensive, interdisciplinary view of Web mining and privacy.