Introduction to algorithms
Elements of information theory
Elements of information theory
Security of random data perturbation methods
ACM Transactions on Database Systems (TODS)
Privacy-preserving data mining
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Approximating multi-dimensional aggregate range queries over real attributes
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Optimal and approximate computation of summary statistics for range aggregates
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
On the design and quantification of privacy preserving data mining algorithms
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
STHoles: a multidimensional workload-aware histogram
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
The statistical security of a statistical database
ACM Transactions on Database Systems (TODS)
A study on the protection of statistical data bases
SIGMOD '77 Proceedings of the 1977 ACM SIGMOD international conference on Management of data
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Executing SQL over encrypted data in the database-service-provider model
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Statistical Databases: Characteristics, Problems, and some Solutions
VLDB '82 Proceedings of the 8th International Conference on Very Large Data Bases
The Use of Conceptual Structures for Handling the Inference Problem
Results of the IFIP WG 11.3 Workshop on Database Security V: Status and Prospects
An implementable scheme for secure delegation of computing and data
ICICS '97 Proceedings of the First International Conference on Information and Communication Security
The inference problem: a survey
ACM SIGKDD Explorations Newsletter
Privacy preserving mining of association rules
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
FOCS '95 Proceedings of the 36th Annual Symposium on Foundations of Computer Science
Catalytic Inference Analysis: Detecting Inference Threats due to Knowledge Discovery
SP '97 Proceedings of the 1997 IEEE Symposium on Security and Privacy
Balancing confidentiality and efficiency in untrusted relational DBMSs
Proceedings of the 10th ACM conference on Computer and communications security
How to build a trusted database system on untrusted storage
OSDI'00 Proceedings of the 4th conference on Symposium on Operating System Design & Implementation - Volume 4
Chip-secured data access: confidential data on untrusted servers
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Key management for multi-user encrypted databases
Proceedings of the 2005 ACM workshop on Storage security and survivability
Pvault: a client server system providing mobile access to personal data
Proceedings of the 2005 ACM workshop on Storage security and survivability
Dynamic authenticated index structures for outsourced databases
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Journal of Cognitive Neuroscience
Mining multiple private databases using a kNN classifier
Proceedings of the 2007 ACM symposium on Applied computing
Privacy preserving decision tree learning over multiple parties
Data & Knowledge Engineering
Enabling access-privacy for random walk based data analysis applications
Data & Knowledge Engineering
XFlat: Query-friendly encrypted XML view publishing
Information Sciences: an International Journal
Secure XML publishing without information leakage in the presence of data inference
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Protecting Location Privacy with Personalized k-Anonymity: Architecture and Algorithms
IEEE Transactions on Mobile Computing
Ensuring correctness over untrusted private database
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
A survey on querying encrypted XML documents for databases as a service
ACM SIGMOD Record
Shared and Searchable Encrypted Data for Untrusted Servers
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
Preserving confidentiality of security policies in data outsourcing
Proceedings of the 7th ACM workshop on Privacy in the electronic society
Privacy-preserving data analytics as an outsourced service
Proceedings of the 2008 ACM workshop on Secure web services
Position transformation: a location privacy protection method for moving objects
SPRINGL '08 Proceedings of the SIGSPATIAL ACM GIS 2008 International Workshop on Security and Privacy in GIS and LBS
Secure multidimensional range queries in sensor networks
Proceedings of the tenth ACM international symposium on Mobile ad hoc networking and computing
Privacy-Preserving Queries for a DAS Model Using Encrypted Bloom Filter
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Partially materialized digest scheme: an efficient verification method for outsourced databases
The VLDB Journal — The International Journal on Very Large Data Bases
Location Privacy in Moving-Object Environments
Transactions on Data Privacy
A distributed approach to enabling privacy-preserving model-based classifier training
Knowledge and Information Systems
Query Optimization in Encrypted Relational Databases by Vertical Schema Partitioning
SDM '09 Proceedings of the 6th VLDB Workshop on Secure Data Management
On indexing and information disclosure measure for efficient cryptograph query
ICCOMP'09 Proceedings of the WSEAES 13th international conference on Computers
Brief Announcement: Towards Secure Cloud Computing
SSS '09 Proceedings of the 11th International Symposium on Stabilization, Safety, and Security of Distributed Systems
COP: privacy-preserving multidimensional partition in DAS paradigm
Proceedings of the 2009 EDBT/ICDT Workshops
Security of social information from query analysis in DaaS
Proceedings of the 2009 EDBT/ICDT Workshops
A cryptography index technology and method to measure information disclosure in the DAS model
WSEAS Transactions on Information Science and Applications
Data protection in outsourcing scenarios: issues and directions
ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
Provably-secure schemes for basic query support in outsourced databases
Proceedings of the 21st annual IFIP WG 11.3 working conference on Data and applications security
Design and analysis of querying encrypted data in relational databases
Proceedings of the 21st annual IFIP WG 11.3 working conference on Data and applications security
Deterministic and efficiently searchable encryption
CRYPTO'07 Proceedings of the 27th annual international cryptology conference on Advances in cryptology
Time and space efficient algorithms for two-party authenticated data structures
ICICS'07 Proceedings of the 9th international conference on Information and communications security
A secure multi-dimensional partition based index in DAS
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
SafeQ: secure and efficient query processing in sensor networks
INFOCOM'10 Proceedings of the 29th conference on Information communications
Privacy-preserving queries over relational databases
PETS'10 Proceedings of the 10th international conference on Privacy enhancing technologies
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Joining privately on outsourced data
SDM'10 Proceedings of the 7th VLDB conference on Secure data management
ACM Transactions on Database Systems (TODS)
RASP: efficient multidimensional range query on attack-resilient encrypted databases
Proceedings of the first ACM conference on Data and application security and privacy
Privacy preserving query processing on secret share based data storage
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Efficient techniques for privacy-preserving sharing of sensitive information
TRUST'11 Proceedings of the 4th international conference on Trust and trustworthy computing
Query processing in private data outsourcing using anonymization
DBSec'11 Proceedings of the 25th annual IFIP WG 11.3 conference on Data and applications security and privacy
Privacy-aware DaaS services composition
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
A comprehensive framework for secure query processing on relational data in the cloud
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
An attacker's view of distance preserving maps for privacy preserving data mining
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Aggregation queries in the database-as-a-service model
DBSEC'06 Proceedings of the 20th IFIP WG 11.3 working conference on Data and Applications Security
Authentication of outsourced databases using signature aggregation and chaining
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
Metadata management in outsourced encrypted databases
SDM'05 Proceedings of the Second VDLB international conference on Secure Data Management
Query log perturbation method for privacy preserving query
Proceedings of the 4th International Conference on Uniquitous Information Management and Communication
Multiple sensitive association protection in the outsourced database
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
An efficient approach to support querying secure outsourced XML information
CAiSE'06 Proceedings of the 18th international conference on Advanced Information Systems Engineering
Designing secure indexes for encrypted databases
DBSec'05 Proceedings of the 19th annual IFIP WG 11.3 working conference on Data and Applications Security
Efficiency and security trade-off in supporting range queries on encrypted databases
DBSec'05 Proceedings of the 19th annual IFIP WG 11.3 working conference on Data and Applications Security
Privacy-preserving queries on encrypted data
ESORICS'06 Proceedings of the 11th European conference on Research in Computer Security
Secure data management in the cloud
DNIS'11 Proceedings of the 7th international conference on Databases in Networked Information Systems
JustMyFriends: full SQL, full transactional amenities, and access privacy
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Secure multidimensional range queries over outsourced data
The VLDB Journal — The International Journal on Very Large Data Bases
Secure and privacy-preserving data services in the cloud: a data centric view
Proceedings of the VLDB Endowment
Executing SQL queries over encrypted character strings in the Database-As-Service model
Knowledge-Based Systems
Privacy- and integrity-preserving range queries in sensor networks
IEEE/ACM Transactions on Networking (TON)
Controlled joining on encrypted relational database
Pairing'12 Proceedings of the 5th international conference on Pairing-Based Cryptography
Updating outsourced anatomized private databases
Proceedings of the 16th International Conference on Extending Database Technology
Efficient tree pattern queries on encrypted XML documents
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Supporting complex queries and access policies for multi-user encrypted databases
Proceedings of the 2013 ACM workshop on Cloud computing security workshop
Access control and query verification for untrusted databases
DBSec'13 Proceedings of the 27th international conference on Data and Applications Security and Privacy XXVII
Modeling and Respecting Privacy Specification when Composing DaaS Services*
International Journal of Web Services Research
Inference attack against encrypted range queries on outsourced databases
Proceedings of the 4th ACM conference on Data and application security and privacy
Dividing secrets to secure data outsourcing
Information Sciences: an International Journal
An efficient privacy-preserving multi-keyword search over encrypted cloud data with ranking
Distributed and Parallel Databases
A Novel Verification Scheme for Fine-Grained Top-k Queries in Two-Tiered Sensor Networks
Wireless Personal Communications: An International Journal
| Hi-index | 0.00 |
Database outsourcing is an emerging data management paradigm which has the potential to transform the IT operations of corporations. In this paper we address privacy threats in database outsourcing scenarios where trust in the service provider is limited. Specifically, we analyze the data partitioning (bucketization) technique and algorithmically develop this technique to build privacy-preserving indices on sensitive attributes of a relational table. Such indices enable an untrusted server to evaluate obfuscated range queries with minimal information leakage. We analyze the worst-case scenario of inference attacks that can potentially lead to breach of privacy (e.g., estimating the value of a data element within a small error margin) and identify statistical measures of data privacy in the context of these attacks. We also investigate precise privacy guarantees of data partitioning which form the basic building blocks of our index. We then develop a model for the fundamental privacy-utility tradeoff and design a novel algorithm for achieving the desired balance between privacy and utility (accuracy of range query evaluation) of the index.