Communications of the ACM
Introduction to Feedback Control Theory
Introduction to Feedback Control Theory
Executing SQL over encrypted data in the database-service-provider model
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Protecting Respondents' Identities in Microdata Release
IEEE Transactions on Knowledge and Data Engineering
k-anonymity: a model for protecting privacy
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Practical Techniques for Searches on Encrypted Data
SP '00 Proceedings of the 2000 IEEE Symposium on Security and Privacy
Modeling and assessing inference exposure in encrypted databases
ACM Transactions on Information and System Security (TISSEC)
\ell -Diversity: Privacy Beyond \kappa -Anonymity
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Provable data possession at untrusted stores
Proceedings of the 14th ACM conference on Computer and communications security
Fully homomorphic encryption using ideal lattices
Proceedings of the forty-first annual ACM symposium on Theory of computing
Privacy integrated queries: an extensible platform for privacy-preserving data analysis
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Fragmentation Design for Efficient Query Execution over Sensitive Distributed Databases
ICDCS '09 Proceedings of the 2009 29th IEEE International Conference on Distributed Computing Systems
Data Security in the World of Cloud Computing
IEEE Security and Privacy
Query Optimization in Encrypted Relational Databases by Vertical Schema Partitioning
SDM '09 Proceedings of the 6th VLDB Workshop on Secure Data Management
Distributed aggregation for data-parallel computing: interfaces and implementations
Proceedings of the ACM SIGOPS 22nd symposium on Operating systems principles
HAIL: a high-availability and integrity layer for cloud storage
Proceedings of the 16th ACM conference on Computer and communications security
Hey, you, get off of my cloud: exploring information leakage in third-party compute clouds
Proceedings of the 16th ACM conference on Computer and communications security
Dynamic provable data possession
Proceedings of the 16th ACM conference on Computer and communications security
Computing arbitrary functions of encrypted data
Communications of the ACM
Communications of the ACM
Privacy-preserving data publishing: A survey of recent developments
ACM Computing Surveys (CSUR)
Data protection in outsourcing scenarios: issues and directions
ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
Conjunctive, subset, and range queries on encrypted data
TCC'07 Proceedings of the 4th conference on Theory of cryptography
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
Predicate encryption supporting disjunctions, polynomial equations, and inner products
EUROCRYPT'08 Proceedings of the theory and applications of cryptographic techniques 27th annual international conference on Advances in cryptology
Differential privacy: a survey of results
TAMC'08 Proceedings of the 5th international conference on Theory and applications of models of computation
Keep a few: outsourcing data while maintaining confidentiality
ESORICS'09 Proceedings of the 14th European conference on Research in computer security
Biocompute: towards a collaborative workspace for data intensive bio-science
Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing
Volley: automated data placement for geo-distributed cloud services
NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
Airavat: security and privacy for MapReduce
NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
A firm foundation for private data analysis
Communications of the ACM
Differentially private data release through multidimensional partitioning
SDM'10 Proceedings of the 7th VLDB conference on Secure data management
Boosting the accuracy of differentially private histograms through consistency
Proceedings of the VLDB Endowment
ICALP'06 Proceedings of the 33rd international conference on Automata, Languages and Programming - Volume Part II
Privacy preserving keyword searches on remote encrypted data
ACNS'05 Proceedings of the Third international conference on Applied Cryptography and Network Security
Security issues in querying encrypted data
DBSec'05 Proceedings of the 19th annual IFIP WG 11.3 working conference on Data and Applications Security
Fully homomorphic encryption over the integers
EUROCRYPT'10 Proceedings of the 29th Annual international conference on Theory and Applications of Cryptographic Techniques
Calibrating noise to sensitivity in private data analysis
TCC'06 Proceedings of the Third conference on Theory of Cryptography
Fragmentation and encryption to enforce privacy in data storage
ESORICS'07 Proceedings of the 12th European conference on Research in Computer Security
Data Outsourcing Simplified: Generating Data Connectors from Confidentiality and Access Policies
CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
| Hi-index | 0.00 |
The growing trend towards grid computing and cloud computing provides enormous potential for enabling dynamic, distributed and data-intensive applications such as sharing and processing of large-scale scientific data. It also creates an increasing challenge for automatically and dynamically placing the data in the globally distributed computers or data centers in order to optimally utilize resources while minimizing user-perceived latency. This challenge is further complicated by the security and privacy constraints on the data that are potential sensitive. In this paper, we present our vision of an adaptive, secure, and scalable data outsourcing framework for storing and processing massive, dynamic, and potentially sensitive data using distributed resources. We identify the main technical challenges and present some preliminary solutions. The key idea of the framework is that it combines data partitioning, encryption, and data reduction to ensure data confidentiality and privacy while minimizing the cost for data shipping and computation. We believe the framework will provide a holistic conceptual foundation for secure data outsourcing that enables dynamic, distributed, and data-intensive applications and will open up many exciting research challenges.