3 ms·
> It's also very commonly observed that, for instance, the intensity of a stimulus is encoded not in the amplitude of a particular neuron's response but rather
by dkersten 9y ago
> It's also very commonly observed that, for instance, the intensity of a stimulus is encoded not in the amplitude of a particular neuron's response but rather in the frequency of a neuron's firing.
This was actually mentioned by Geoff Hinton in his deep learning coursera lectures and the reason why his RBM's were outputting binary signals rather than float values -- the timing was more important than the values. It made a lot of sense when he talked about it. I saw this back in 2012. I assumed this was commonly understood now, but I guess not?
- arca_vorago 9y agoI've hypothesised the optimum way would be to use both binary and floats at the same time after a paper I read that basically said neuron pathways are both digital and analog. Something about the analog (float) being a weight pathway indicator or something. I wish I knew more about neuroscience.
- dkersten 9y agohmm interesting. I wonder where I could find out more.