barely supported by Tensorflow and not even supported yet forpytorch(reason why I decided to use Tensorflow for this library). To the authors knowledge,this is the first library that actually works with complex data typesinstead of real value vectors that are interpreted as real and imaginary ...
Complex-valued neural networks have many advantages over their real-valued counterparts. Conventional digital electronic computing platforms are incapable of executing truly complex-valued representations and operations. In contrast, optical computing platforms that encode information in both phase and magnitude...
Basic Neural Networks Algorithms for Real andComplex-Valued PCA 122Appendix B. Hierarchical Neural Network for Complex-valuedPCA 1254 Blind Decorrelation and ... norm),TLS,DLS 被引量: 0发表: 0年 Bayesian Robust Principal Component Analysis A hierarchical Bayesian model is considered for decomposing ...
For instance, in quantum tomography the value of the infidelity I can be obtained by measuring, on the system described by state |ψ〉, an observable that contains in its spectral decomposition the state |φ⟩. Thus, we can obtain the values of I for any |φ⟩ as long as |ψ〉 ...
The use of neural networks is naturally accompanied by the trade-off between issues such as the overfitting, generalization capability, local minima problems, and stability of the weight-update system. The main obstacle in the development of a complex-valued neural network (CVNN) and its learning...
hCNN, Hybrid Neural Network, a MATLAB NN toolbox that supports complex valued data and insertion of Signal Processing Modules. GPU supported. Please use a CUDA enabled device andto.useGPU=1if you want to enable it. 1. Overview During the recent decade, deep learning technology, particularly ...
at random has degree k or, equivalently, as the fraction of nodes in the graph having degree k, significantly deviates from the Poisson distribution expected for a random graph and, in many cases, exhibits a power law (scale-free) tail with an exponent γ taking a value between 2 and 3...
sufficient conditions for fixed-time outer synchronization are established and the estimation of the upper bound of the setting time is obtained.The result shows that the setting time can be adjusted to a desired value regardless of the initial states.Numerical simulations are performed to verify ...
(b)). A much higher value of IoUBcaused negative effects, in that the dense bubble population would lead to excessive split of bubbles. Here, the IoU indicates the ratio of the overlapping area between two objects to the union area. The void fraction of the synthetic dataset was set to ...
820 micrographs with the maximum resolution value below 4 Å, the astigmatism value below 1000 Å and the defocus ranging from 0.4 μm to 4 μm. Considering that the diameter along the equatorial plane of the NPC is huge and each IR monomer of the NPC suffers from large ...