Changqing Gong
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View article: Enhanced Quantum Long Short-Term Memory By Using Bidirectional Ring Variational Quantum Circuit
Enhanced Quantum Long Short-Term Memory By Using Bidirectional Ring Variational Quantum Circuit Open
With the rapid development of quantum machine learning, Quantum Long Short-Term Memory (QLSTM) have demonstrated quantum advantages in time series forecasting problems. Currently, it has found applications in fields such as financial marke…
View article: Quantum Particle Swarm Optimized Extreme Learning Machine for Intrusion Detection
Quantum Particle Swarm Optimized Extreme Learning Machine for Intrusion Detection Open
Ensuring a secure online environment hinges on the timely detection of network attacks. Nevertheless, existing detection methods often grapple with the delicate balance between speed and accuracy. In this paper, we introduce a novel intrus…
View article: Improved qARM algorithm for frequent itemsets search in large-scale data sets
Improved qARM algorithm for frequent itemsets search in large-scale data sets Open
The existing Quantum Algorithm for Association Rules Mining(qARM) need to set the quantum oracle of data artificially when mining frequent itemsets, which is very time-consuming when dealing with large-scale data. Based on the C n − X gate…
View article: QGA-QGCNN:A model of Quantum Gate Circuit Neural Network optimized by Quantum Genetic Algorithm
QGA-QGCNN:A model of Quantum Gate Circuit Neural Network optimized by Quantum Genetic Algorithm Open
Using global optimization algorithm to optimize the initial weights and thresholds of traditional neural network model can effectively address the problems of premature convergence and lower accuracy. However, the shortcomings such as slow…
View article: Novel Online Sequential Learning-Based Adaptive Routing for Edge Software-Defined Vehicular Networks
Novel Online Sequential Learning-Based Adaptive Routing for Edge Software-Defined Vehicular Networks Open
To provide efficient networking services at the edge of Internet-of-Vehicles (IoV), Software-Defined Vehicular Network (SDVN) has been a promising technology to enable intelligent data exchange without giving additional duties to the resou…
View article: Quantum Ciphertext Dimension Reduction Scheme for Homomorphic Encrypted Data
Quantum Ciphertext Dimension Reduction Scheme for Homomorphic Encrypted Data Open
At present, in the face of the huge and complex data in cloud computing, the parallel computing ability of quantum computing is particularly important. Quantum principal component analysis algorithm is used as a method of quantum state tom…
View article: Quantum k-means algorithm based on Trusted server in Quantum Cloud Computing
Quantum k-means algorithm based on Trusted server in Quantum Cloud Computing Open
We propose a quantum k-means algorithm based on quantum cloud computing that effectively solves the problem that the client can not afford to execute the same quantum subroutine repeatedly in the face of large training samples. In the quan…
View article: Homomorphic Evaluation of the Integer Arithmetic Operations for Mobile Edge Computing
Homomorphic Evaluation of the Integer Arithmetic Operations for Mobile Edge Computing Open
With the rapid development of the 5G network and Internet of Things (IoT), lots of mobile and IoT devices generate massive amounts of multisource heterogeneous data. Effective processing of such data becomes an urgent problem. However, tra…
View article: Adaptive Mutation Dynamic Search Fireworks Algorithm
Adaptive Mutation Dynamic Search Fireworks Algorithm Open
The Dynamic Search Fireworks Algorithm (dynFWA) is an effective algorithm for solving optimization problems. However, dynFWA easily falls into local optimal solutions prematurely and it also has a slow convergence rate. In order to improve…
View article: Analysis and Improvement of Fireworks Algorithm
Analysis and Improvement of Fireworks Algorithm Open
The Fireworks Algorithm is a recently developed swarm intelligence algorithm to simulate the explosion process of fireworks. Based on the analysis of each operator of Fireworks Algorithm (FWA), this paper improves the FWA and proves that t…
View article: New Dandelion Algorithm Optimizes Extreme Learning Machine for Biomedical Classification Problems
New Dandelion Algorithm Optimizes Extreme Learning Machine for Biomedical Classification Problems Open
Inspired by the behavior of dandelion sowing, a new novel swarm intelligence algorithm, namely, dandelion algorithm (DA), is proposed for global optimization of complex functions in this paper. In DA, the dandelion population will be divid…