Complex-Valued Neural Network (CVNN)

Author:

10. Agustin Barrachina

Version:

1.2.22 of 09/26/2022

Content

• Installation
  • Using Anaconda
  • Using PIP
  • Using GitHub
• Getting Started
• Complex Layers
  • Complex Convolution
  • Complex Dense
  • Complex Pooling
  • Complex Upsampling techniques
  • Complex Dropout
  • Complex Batch Normalization
• Activation Functions
  • TYPE A: Cartesian form
  • TYPE B: Polar form
  • Complex input, real output
  • ReLU-based
  • Phasor activation functions
  • Elementary Transcentental Functions
• Losses
  • Complex Average Cross Entropy
  • Complex Weighted Average Cross Entropy
  • Complex Average Cross Entropy Ignore Unlabeled
  • Complex Weighted Average Cross Entropy Ignore Unlabeled
  • Complex Mean Square Error
• Complex Metrics
  • Complex Average Accuracy
• Initializers
  • Glorot Uniform
  • Glorot Normal
  • He Normal
  • He Uniform
• Code Examples
  • Small complex-regression example
  • MNIST Example
  • CIFAR 10
  • Fashion MNIST
• Publication results
  • Correlated Noise
• About Me