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Copyright protection method of big data based on nash equilibrium and constraint optimization
Copyright protection method of big data based on nash equilibrium and constraint optimization
- Source :
- Peer-to-Peer Networking and Applications. 14:1520-1530
- Publication Year :
- 2021
- Publisher :
- Springer Science and Business Media LLC, 2021.
-
Abstract
- Data watermarking technology is an effective means to protect the copyright of big data. In order to embed robust and highly available data watermarks, firstly, based on the game theory, a Nash equilibrium model between watermark robustness and data quality is established to solve the optimal number of data group. Then, the mapping relationship between data group and watermark bit is established by using secure hash algorithm.Finally, under the constraint of data usability, the improved particle swarm optimization algorithm is used to solve the optimal solution of data change for each data group, and then the data is changed accordingly to complete the embedding of watermark bit. In order to verify the copyright ownership of big data, the corresponding watermark extraction method is also given in this paper. Watermark extraction is the inverse process of watermark embedding. First, it traverses all the groups and extracts the bits that might be embedded in each group. Then, the actual embedded watermark bit is finally determined by most election strategies. The experimental results show that the proposed method can not only detect watermarks under different attack conditions, ensure the robustness of big data watermarks, but also achieve better data quality, and the comprehensive effect of data watermarks is better than the existing methods.
- Subjects :
- 021110 strategic, defence & security studies
Computer Networks and Communications
Computer science
business.industry
Data_MISCELLANEOUS
Hash function
Big data
0211 other engineering and technologies
Particle swarm optimization
ComputingMilieux_LEGALASPECTSOFCOMPUTING
Watermark
02 engineering and technology
computer.software_genre
symbols.namesake
Nash equilibrium
Robustness (computer science)
020204 information systems
Data quality
0202 electrical engineering, electronic engineering, information engineering
symbols
Data mining
business
computer
Digital watermarking
Software
Subjects
Details
- ISSN :
- 19366450 and 19366442
- Volume :
- 14
- Database :
- OpenAIRE
- Journal :
- Peer-to-Peer Networking and Applications
- Accession number :
- edsair.doi...........4887f18ed6f3f5c9fb317c676af510bb
- Full Text :
- https://doi.org/10.1007/s12083-021-01096-4