NN Architectures and Multilayer Perceptrons
Courtesy Jochen Fröhlich GeoNeurale
Single Layer Perceptron
Feedforward type
Two Neuron Layer
Supervised Learning Process
Learning Algorithm: Hebb rule
Applications: Pattern Recognition
Courtesy Jochen Fröhlich GeoNeurale
Multilayer Perceptron
Feedforward type
Presence of Hidden Layers
Supervised Learning Process
Learning Algorithm: Delta rule, Backpropagation
Applications: Pattern Recognition
Courtesy Jochen Fröhlich GeoNeurale
Backpropagation Net
Feedforward type
Presence of Hidden Layers
Supervised Learning Process
Learning Algorithm: Backpropagation
Applications: Pattern Recognition / Classification
Courtesy Jochen Fröhlich GeoNeurale
Hopfield Net
Feedback type
Matrix type Layer
Unsupervised Learning Process
Learning Algorithm: Delta rule, Simulated Annealing, Thermodinamic Simulation
Applications: Pattern Recognition / Optimization
Sequential Simulation Methods and Simulated Annealing
Courtesy Jochen Fröhlich GeoNeurale
Feature Map Net
Feedforward Feedback type
One Input Layers, one Map Layer
Unsupervised Learning Process
Learning Algorithm: Selforganization
Applications: Optimization