FPGA demonstration of spiking support vector networks based on growth transform neurons.
John MacKayAhana GangopadhyayShantanu ChakrabarttyPublished in: ISCAS (2017)
Keyphrases
- spiking neural networks
- spiking neurons
- support vector
- neuron model
- spike trains
- feed forward
- single neuron
- biologically inspired
- neural network
- hodgkin huxley
- neural models
- learning rules
- logistic regression
- hebbian learning
- real time
- cross validation
- radial basis function
- back propagation
- social networks
- feature selection
- classification accuracy
- support vector machine
- low cost
- hidden layer
- high speed
- signal processing
- receptive fields
- biologically plausible
- hyperplane
- recurrent neural networks
- kernel methods
- svm classifier
- kernel function
- training algorithm
- fully connected
- hardware architecture
- generalization ability
- real time image processing
- associative memory