An Efficient Multi-keyword Text Search Over Outsourced Encrypted Cloud Data with Ranked Results

被引:1
作者
Samantaray, Prabhat Keshari [1 ]
Randhawa, Navjeet Kaur [1 ]
Pati, Swarna Lata [1 ]
机构
[1] Coll Engn & Technol, Dept Comp Sci & Engn, Bhubaneswar 751003, Orissa, India
来源
COMPUTATIONAL INTELLIGENCE IN DATA MINING | 2019年 / 711卷
关键词
Cloud computing; Symmetric searchable encryption; Document clustering; Multi-keyword ranked search; SECURE;
D O I
10.1007/978-981-10-8055-5_4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cloud computing offers efficient deployment options that motivate large enterprises to outsource the data to the cloud. However, outsourcing sensitive information may compromise the privacy of the data. To enable keyword-based search over encrypted data, we proposed a multi-keyword search scheme on a tree-based encrypted index data structure to retrieve information from encrypted cloud data. In this model, the document collection is clustered using a hierarchical k-means method. A vector space model was used to create an encrypted index and query vectors, and a depth-first search algorithm is proposed for efficient search mechanism. The results were ranked based on relevance score between the encrypted index and query vectors. Rigorous experiments show the performance and efficiency of the proposed methods.
引用
收藏
页码:31 / 40
页数:10
相关论文
共 19 条
[1]  
[Anonymous], 2008, Introduction to information retrieval
[2]  
Cao N, 2011, IEEE INFOCOM SER, P829, DOI 10.1109/INFCOM.2011.5935306
[3]  
Curtain RF, 2006, LECT NOTES CONTR INF, V329, P79, DOI 10.1007/11664550_5
[4]  
Goh E.-J., 2003, Rep. 2003/216
[5]   Efficient Similarity Search over Encrypted Data [J].
Kuzu, Mehmet ;
Islam, Mohammad Saiful ;
Kantarcioglu, Murat .
2012 IEEE 28TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE), 2012, :1156-1167
[6]  
Li J., 2010, P IEEE INFOCOM, P441, DOI [DOI 10.1109/INFCOM.2010.5462196, 10.1109/INFCOM.2010.546 2196]
[7]   A Practical and Secure Multi-Keyword Search Method over Encrypted Cloud Data [J].
Orencik, Cengiz ;
Kantarcioglu, Murat ;
Savas, Erkay .
2013 IEEE SIXTH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD 2013), 2013, :390-397
[8]   Privacy-Preserving Similarity-Based Text Retrieval [J].
Pang, Hweehwa ;
Shen, Jialie ;
Krishnan, Ramayya .
ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2010, 10 (01)
[9]  
Song DXD, 2000, P IEEE S SECUR PRIV, P44, DOI 10.1109/SECPRI.2000.848445
[10]  
Steinbach M, 2000, KDD WORKSH TEXT MIN, V400, P525