TY - GEN
T1 - A kNN query processing algorithm using a tree index structure on the encrypted database
AU - Kim, Hyeong Il
AU - Kim, Hyeong Jin
AU - Chang, Jae Woo
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016
Y1 - 2016
N2 - With the adoption of cloud computing, database outsourcing has emerged as a new platform. Due to the serious privacy concerns in the cloud, database need to be encrypted before being outsourced to the cloud. Therefore, various kNN query processing techniques have been proposed over the encrypted database. However, the existing schemes are either insecure or inefficient. So, we, in this paper, propose a new secure kNN query processing algorithm. Our algorithm guarantees the confidentiality of both the encrypted data and a user's query record. To achieve the high query processing efficiency, we also devise an encrypted index search scheme which can perform data filtering without revealing data access patterns. We show from our performance analysis that the proposed scheme outperforms the existing scheme in terms of a query processing cost while preserving data privacy.
AB - With the adoption of cloud computing, database outsourcing has emerged as a new platform. Due to the serious privacy concerns in the cloud, database need to be encrypted before being outsourced to the cloud. Therefore, various kNN query processing techniques have been proposed over the encrypted database. However, the existing schemes are either insecure or inefficient. So, we, in this paper, propose a new secure kNN query processing algorithm. Our algorithm guarantees the confidentiality of both the encrypted data and a user's query record. To achieve the high query processing efficiency, we also devise an encrypted index search scheme which can perform data filtering without revealing data access patterns. We show from our performance analysis that the proposed scheme outperforms the existing scheme in terms of a query processing cost while preserving data privacy.
KW - Data Privacy
KW - Database encryption
KW - Database outsourcing
KW - Encrypted index structure
KW - kNN query processing
UR - https://www.scopus.com/pages/publications/84964671239
U2 - 10.1109/BIGCOMP.2016.7425806
DO - 10.1109/BIGCOMP.2016.7425806
M3 - Conference paper
AN - SCOPUS:84964671239
T3 - 2016 International Conference on Big Data and Smart Computing, BigComp 2016
SP - 93
EP - 100
BT - 2016 International Conference on Big Data and Smart Computing, BigComp 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - International Conference on Big Data and Smart Computing, BigComp 2016
Y2 - 18 January 2016 through 20 January 2016
ER -