Institute of Network and Information Security 518, the College of Computer Science and Software Engineering, Shenzhen University, Shenzhen 518060, China.
To the best of our knowledge,
is the fastest machine learning technique
in the literature.
Dendritic Neuron Model (DNM) is a novel single neuron model with plastic dendritic morphology. Inspired by biological phenomena of neurons in vivo. the neural structure of DNM is composed of four layers, namely, the synaptic layer, the dendritic layer, the membrane layer and the cell body. Each layer owns diverse excitation functions to carry out corresponding neural functions. Theoretical and empirical evidence demonstrates the DNM can provide satisfactory performances on various practical applications, such as computer-aided medical diagnosis, business risk assessment and financial time series prediction.
There are numbers of distinctive features distinguishing the DNM from other conventional artificial neural networks, which have been summarized below: