Scholarlink

Particular attention is currently paid to methods of protecting big data using neural networks (NN) and fuzzy neural networks (FNN). The article considers a system of protection against information leaks and a system of video data stream analysis. In both systems, neural networks are used to analyze big data. Neural networks are an effective tool for processing and decomposing big data. In particular, a vector criterion is used to solve this problem, which compresses the volume and consequently speeds up data processing. Optimization of the modular neural network allows to identify patterns of data distribution in the stream and to classify them using private classifiers for individual modules. The video data stream analysis system uses pulse neural networks.

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

Big Data Protection Methods Using Neural Networks

  • 会议论文

  • 发表日期：

    2026年

查看全文
  • Petr Chetyrbok,
  • Anatoliy Kazak,
  • Yelena Lukyanova,
  • Angela Mayorova,
  • Anna Dorofeeva,
  • Daria Syedneva

摘要

Particular attention is currently paid to methods of protecting big data using neural networks (NN) and fuzzy neural networks (FNN). The article considers a system of protection against information leaks and a system of video data stream analysis. In both systems, neural networks are used to analyze big data. Neural networks are an effective tool for processing and decomposing big data. In particular, a vector criterion is used to solve this problem, which compresses the volume and consequently speeds up data processing. Optimization of the modular neural network allows to identify patterns of data distribution in the stream and to classify them using private classifiers for individual modules. The video data stream analysis system uses pulse neural networks.