Back to Search
Start Over
Scalable Fuzzy Keyword Ranked Search Over Encrypted Data on Hybrid Clouds
- Source :
- IEEE Transactions on Cloud Computing. 11:308-323
- Publication Year :
- 2023
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2023.
-
Abstract
- Searchable encryption (SE) is a powerful technology that enables keyword-based search over encrypted data becomes possible. However, most SE schemes focus on exact keyword search which can not tolerate misspellings and typos. Existing fuzzy keyword search schemes only support fuzzy search within a limited similarity threshold d, the storage cost will grow exponentially or the precision of search results will greatly decrease as $d$ increases. Moreover, the current fuzzy keyword ranked search schemes consider only the keyword weight, and disregard the influence of keyword morphology similarity on the ranking. In this paper, we propose a scalable fuzzy keyword ranked search scheme over encrypted data under hybrid clouds architecture. We use the edit distance to measure the similarity of keywords and design an edit distance algorithm over the encrypted database, in which our scheme achieves fuzzy keyword search for any similarity threshold d with constant storage size and accurate search results. Furthermore, we design a two-factor ranking function combining keyword weight with keyword morphology similarity, which is utilized to rank the search results and enhance system usability. Extensive experiments are performed to demonstrate the trade-off of efficiency and security of the proposed scheme.
- Subjects :
- Computer Networks and Communications
Computer science
business.industry
InformationSystems_INFORMATIONSTORAGEANDRETRIEVAL
Data security
Approximate string matching
Encryption
computer.software_genre
Fuzzy logic
Computer Science Applications
Similarity (network science)
Ranking
Hardware and Architecture
Scalability
Edit distance
Data mining
business
computer
Software
Information Systems
Subjects
Details
- ISSN :
- 23720018
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Cloud Computing
- Accession number :
- edsair.doi...........6b4ae7affc7a4b32df2d50d6a56872fb