55 citations · 61 across the 5 of their papers we have counts for
5 papers
Spiking Neural Networks with Random Network Architecture
Zihan Dai, Huanfei Ma
The spiking neural network, known as the third generation neural network, is an important network paradigm. Due to its mode of information propagation that follows biological ratio…
Embedding Theory of Reservoir Computing and Reducing Reservoir Network Using Time Delays
Xing-Yue Duan, Xiong Ying, Si-Yang Leng +3
Reservoir computing (RC), a particular form of recurrent neural network, is under explosive development due to its exceptional efficacy and high performance in reconstruction or/an…
Continuity scaling: A rigorous framework for detecting and quantifying causality accurately
Xiong Ying, Si-Yang Leng, Huan-Fei Ma +3
Data based detection and quantification of causation in complex, nonlinear dynamical systems is of paramount importance to science, engineering and beyond. Inspired by the widely u…
Data-based prediction and causality inference of nonlinear dynamics
Huanfei Ma, Siyang Leng, Luonan Chen
Natural systems are typically nonlinear and complex, and it is of great interest to be able to reconstruct a system in order to understand its mechanism, which can not only recover…
Failure of Parameter Identification Based on Adaptive Synchronization Techniques
Wei Lin, Huan-fei Ma
In the paper, several concrete examples, as well as their numerical simulations, are given to show that parameter identification based on the so-called adaptive synchronization tec…