Neural networks in big data and Web search

W Serrano - Data, 2018 - mdpi.com
As digitalization is gradually transforming reality into Big Data, Web search engines and
recommender systems are fundamental user experience interfaces to make the generated …

Quantum neural networks

K Beer - arXiv preprint arXiv:2205.08154, 2022 - arxiv.org
This PhD thesis combines two of the most exciting research areas of the last decades:
quantum computing and machine learning. We introduce dissipative quantum neural …

[HTML][HTML] A survey on cognitive packet networks: Taxonomy, state-of-the-art, recurrent neural networks, and QoS metrics

PP Ray - Journal of King Saud University-Computer and …, 2022 - Elsevier
Resilience and flexibility are the means by which a network stands for an efficient service
provider platform. Cognitive packet network (CPN) is such a paradigm that solely depends …

Genetic and deep learning clusters based on neural networks for management decision structures

W Serrano - Neural Computing and Applications, 2020 - Springer
Judgments are taken in a structured way; both human and business management decisions
involve a hierarchical process that requires a level of compromise between risk, cost …

The random neural network with deep learning clusters in smart search

W Serrano, E Gelenbe, Y Yin - Neurocomputing, 2020 - Elsevier
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 …

A big data intelligent search assistant based on the random neural network

W Serrano - Advances in Big Data: Proceedings of the 2nd INNS …, 2017 - Springer
The need to search for specific information or products in the ever expanding Internet has
led the development of Web search engines and recommender systems. Whereas their …

The deep learning random neural network with a management cluster

W Serrano, E Gelenbe - … Decision Technologies 2017: Proceedings of the …, 2018 - Springer
Abstract We propose the Random Neural Network with Deep Learning Clusters that
emulates the way the brain takes decisions. We apply our model to measure and evaluate …

The random neural network in a neurocomputing application for web search

W Serrano, E Gelenbe - Neurocomputing, 2018 - Elsevier
Web users are not assured that the results provided by Web search engines or
recommender systems are either exhaustive, or even the most relevant to their search …

Intelligent search with deep learning clusters

W Serrano, E Gelenbe - 2017 Intelligent Systems Conference …, 2017 - ieeexplore.ieee.org
This paper proposes an Intelligent Search Assistant (ISA) that emulates a brain learning
structure based on the Random Neural Network with Deep Learning clusters. Our ISA …

A generalized reinforcement learning scheme for random neural networks

R Lent - Neural Computing and Applications, 2019 - Springer
We propose a reinforcement learning scheme for random neural networks (RNN) that
update network weights based on the relative reward obtained by past actions. This new …