An enhanced multilevel secure data dissemination approximate solution for future networks
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View abstract on PubMed
Summary
This summary is machine-generated.This study enhances data protection by categorizing sensitive information into confidential levels. A novel scheduling algorithm, Best-Random Algorithm, significantly minimizes transmission time for secure data transfer.
Area Of Science
- Computer Science
- Information Security
- Network Security
Background
- Protecting sensitive data (financial, personal, governmental) throughout its lifecycle is critical.
- Existing data categorization and traffic classification techniques require enhancement for robust protection.
Purpose Of The Study
- To introduce a novel meta-heuristic routine to improve data categorization for traffic classification.
- To classify private data into multiple confidentiality levels for enhanced security.
- To address the NP-hard problem of safeguarding transmitted data.
Main Methods
- A novel data categorization technique integrated with a meta-heuristic routine.
- Classification of private data into multiple confidentiality levels.
- Application of a scheduling algorithm to minimize total transmission time over two routers for NP-hard problems.
- Performance evaluation using uniform and binomial distributions for packet transmission time datasets.
Main Results
- The Best-Random Algorithm (BR) achieved the highest efficiency, recording 0.028s with an average gap of <0.001 in 95.1% of cases.
- BR outperformed all other proposed algorithms in minimizing transmission time.
- BR demonstrated superior performance compared to the Modified Decreasing Estimated-Transmission Time algorithm (MDETA), succeeding in 100% of cases versus MDETA's 48%.
Conclusions
- The proposed data categorization and scheduling scheme significantly enhances data protection.
- The Best-Random Algorithm is a highly efficient solution for minimizing data transmission time in secure networks.
- This research offers a robust method for safeguarding sensitive information transmission.
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