Automatic Construction of Multi-layer Perceptron Network from Streaming Examples
Automatic Construction of Multi-layer Perceptron Network from Streaming Examples
Autonomous construction of deep neural network (DNNs) is desired for data streams because it potentially offers two advantages: proper model's capacity and quick reaction to drift and shift. While self-organizing mechanism of DNNs remains an open issue, this task is even more challenging to be developed for standard multi-layer DNNs …