Finding Independent Components using spikes : a natural result of hebbian learning in a sparse spike coding scheme
This work is an attempt to learn independent components in image using a network of spiking neurons. It is an attempt to overcome the difficulties of applying STDP without functional constraints as in Publications/Perrinet02esann and Publications/Perrinet01.
It was extended in :
a comparison with SparseNet (see Publications/Perrinet06cns)
a complete code architecture (see SparseHebbianLearning)
reference
- Laurent Perrinet. Finding Independent Components using spikes : a natural result of hebbian learning in a sparse spike coding scheme., URL . Natural Computing, 3(2):159--75, 2004 abstract.
All material (c) L. Perrinet. Please check the copyright notice.