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نتیجه جستجو - Random Neural Network

تعداد مقالات یافته شده: 2
ردیف عنوان نوع
1 Deep Learning Clusters in the Cognitive Packet Network
خوشه های یادگیری عمیق در شبکه بسته های شناختی-2019
The Cognitive Packet Network (CPN) bases its routing decisions and flow control on the Random Neural Network (RNN) Reinforcement Learning algorithm; this paper proposes the addition of a Deep Learning (DL) Cluster management structure to the CPN for Quality of Service metrics (Delay Loss and Bandwidth), Cyber Security keys (User, Packet and Node) and Management decisions (QoS, Cyber and CEO). The RNN already models how neurons transmit information using positive and negative impulsive signals whereas the proposed additional Deep Learning structure emulates the way the brain learns and takes decisions; this paper presents a brain model as the combination of both learning algorithms, RNN and DL. The pro- posed model has been simulated under different network sizes and scenarios and it has been validated against the CPN itself without DL clusters. The simulation results are promising; the presented CPN with DL clusters as a mechanism to transmit, learn and make packet routing decisions is a step closer to em- ulate the way the brain transmits information, learns the environment and takes decisions.
Keywords: Random Neural Network | Deep Learning Clusters | Cognitive Packet Network | QoS | Cybersecurity | Routing
مقاله انگلیسی
2 The Random Neural Network with Deep Learning Clusters in Smart Search
شبکه عصبی تصادفی با خوشه های یادگیری عمیق در جستجوی هوشمند-2019
This paper proposes a Neurocomputing application that reorders the Web results obtained from different Web Search Engines emulating the way our brain takes decisions. The proposed application is based on the Random Neural Network with Deep Learning Clusters that evaluates and adapts Web result relevance by associating independently each Deep Learning Cluster to a specific Web Search Engine. In addition, this paper presents a Deep Learning Cluster to perform as a Management Cluster that decides the final result relevance based on the inputs from each independent Deep Learning cluster. The performance of the proposed Management Cluster is evaluated when included as an additional layer to the Deep Learning Clusters. On average; the proposed Deep Learning cluster structure improves Smart Search performance
Keywords: Intelligent search | World wide web | Random Neural Network | Clusters | Deep learning | Management clusters
مقاله انگلیسی
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