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- Xiaoshuai Ding, Jinde Cao, Ahmed Alsaedi, Fuad E. Alsaadi, Tasawar Hayat
- Neural Networks
- 2017

This paper is concerned with the fixed-time synchronization for a class of complex-valued neural networks in the presence of discontinuous activation functions and parameter uncertainties. Fixed-time synchronization not only claims that the considered master-slave system realizes synchronization within a finite time segment, but also requires a uniform… (More)

- Xiaoshuai Ding, Jinde Cao, Xuan Zhao, Fuad E. Alsaadi
- Neural Processing Letters
- 2017

The analysis of finite-time stability for a class of fractional-order complex valued neural networks with delays is considered in this paper. Utilizing Gronwall inequality, Cauchy-Schiwartz inequality and inequality scaling techniques, some sufficient conditions for guaranteeing the finite-time stability of the system are derived respectively under two… (More)

- Dongpo Xu, Zhengxue Li, Wei Wu, Xiaoshuai Ding, Di Qu
- 2007 Second International Conference on Bio…
- 2007

Recurrent neural networks have been used for analysis and prediction of time series. This paper is concerned with the convergence of the gradient descent algorithm for training the diagonal recurrent neural networks. The existing convergence results consider the online gradient training algorithm based on the assumption that a very large number of (or… (More)

- Dongpo Xu, Zhengxue Li, Wei Wu, Xiaoshuai Ding, Di Qu
- ISNN
- 2007

- Qiang Wu, Chuanying Jia, Wenying Chen, Xiaoshuai Ding
- 2008 IEEE Conference on Robotics, Automation and…
- 2008

In order to improve accuracy of fault diagnosis based on SVMs, an improved algorithm of support vector domain description (ISVDD) is proposed, used to pretreat the fault data. ISVDD constructs the recognizer of fault data by introducing an optimal sphere instead of the minimum sphere. The recognizer can sift out the fault data belonging to new unknown fault… (More)

- Xiaoshuai Ding, Jinde Cao, Xuan Zhao, Fuad E Alsaadi
- Proceedings. Mathematical, physical, and…
- 2017

This paper is concerned with the drive-response synchronization for a class of fractional-order bidirectional associative memory neural networks with time delays, as well as in the presence of discontinuous activation functions. The global existence of solution under the framework of Filippov for such networks is firstly obtained based on the fixed-point… (More)

This paper investigates a gradient descent algorithm with penalty for a recurrent neural network. The penalty we considered here is a term proportional to the norm of the weights. Its primary roles in the methods are to control the magnitude of the weights. After proving that all of the weights are automatically bounded during the iteration process, we also… (More)

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