Quantum Neural Network with Improved Quantum Learning Algorithm
Sign Up to like & getrecommendations! Published in 2020 at "International Journal of Theoretical Physics"
DOI: 10.1007/s10773-020-04470-9
Abstract: We present a quantum BP neural network with the universality of single-qubit rotation gate and two-qubit Controlled-NOT gate. Also, we show the process of the BP learning algorithm for the quantum model, and propose an… read more here.
Keywords: quantum; network improved; quantum neural; neural network ... See more keywords
Backbone Network Traffic Prediction Based on Modified EEMD and Quantum Neural Network
Sign Up to like & getrecommendations! Published in 2018 at "Wireless Personal Communications"
DOI: 10.1007/s11277-018-5292-6
Abstract: Aiming at the long-range dependence and short-range dependence characteristics of backbone network traffic, a traffic forecasting model based on Modified Ensemble Empirical Mode Decomposition (MEEMD) and Quantum Neural Network (QNN) is presented. Firstly, the MEEMD… read more here.
Keywords: traffic; network; quantum neural; prediction ... See more keywords
Training Optimization for Gate-Model Quantum Neural Networks
Sign Up to like & getrecommendations! Published in 2019 at "Scientific Reports"
DOI: 10.1038/s41598-019-48892-w
Abstract: Gate-based quantum computations represent an essential to realize near-term quantum computer architectures. A gate-model quantum neural network (QNN) is a QNN implemented on a gate-model quantum computer, realized via a set of unitaries with associated… read more here.
Keywords: quantum neural; model quantum; model; gate model ... See more keywords
A deep learning framework for time series classification based on multiple imaging and hybrid quantum neural networks
Sign Up to like & getrecommendations! Published in 2023 at "Chinese Physics B"
DOI: 10.1088/1674-1056/accb45
Abstract: Time series classification (TSC) has attracted great attention in time series data mining tasks and has been applied in various fields. With the success of deep learning (DL) in computer vision recognition, people are starting… read more here.
Keywords: time; neural networks; time series; quantum neural ... See more keywords
Using (1+1)D quantum cellular automata for exploring collective effects in large-scale quantum neural networks.
Sign Up to like & getrecommendations! Published in 2022 at "Physical review. E"
DOI: 10.1103/physreve.107.l022102
Abstract: Central to the field of quantum machine learning is the design of quantum perceptrons and neural network architectures. A key question in this regard is the impact of quantum effects on the way such models… read more here.
Keywords: quantum cellular; neural networks; quantum; large scale ... See more keywords
Quantum Neural Networks for Resource Allocation in Wireless Communications
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2021.3102139
Abstract: This study exploits a quantum neural network (QNN) for resource allocation in wireless communications. A QNN is presented to reduce time complexity while still maintaining performance. Moreover, a reinforcement-learning- inspired QNN (RL-QNN) is presented to… read more here.
Keywords: quantum neural; qnn; resource allocation; wireless communications ... See more keywords
Hybrid Quantum Neural Network for Drug Response Prediction
Sign Up to like & getrecommendations! Published in 2022 at "Cancers"
DOI: 10.3390/cancers15102705
Abstract: Simple Summary This work successfully employs a novel approach in processing patient and drug data to predict the drug response for cancer patients. The approach uses a deep quantum computing circuit as part of a… read more here.
Keywords: quantum; quantum neural; drug response; hybrid quantum ... See more keywords
Programming Quantum Neural Networks on NISQ Systems: An Overview of Technologies and Methodologies
Sign Up to like & getrecommendations! Published in 2023 at "Entropy"
DOI: 10.3390/e25040694
Abstract: Noisy Intermediate-Scale Quantum (NISQ) systems and associated programming interfaces make it possible to explore and investigate the design and development of quantum computing techniques for Machine Learning (ML) applications. Among the most recent quantum ML… read more here.
Keywords: neural networks; nisq systems; networks nisq; quantum neural ... See more keywords
Quantum Neural Network for Quantum Neural Computing
Sign Up to like & getrecommendations! Published in 2023 at "Research"
DOI: 10.34133/research.0134
Abstract: Neural networks have achieved impressive breakthroughs in both industry and academia. How to effectively develop neural networks on quantum computing devices is a challenging open problem. Here, we propose a new quantum neural network model… read more here.
Keywords: neural network; network quantum; quantum neural; neural computing ... See more keywords