Neurons as Models of Thought
Artificial Neural Nets (ANNs) are great computational models, but
feed-forward networks, SOMs and other ANNs are not good
approximations of human neurons.
At some level ANNs may have neuro-psychological validity, but there
currently is very little evidence.
Complex models of human neurons exist, and we are advancing our knowledge
of human neural functioning consistently.
One of the reasons these models are so good is that we can actually
look at neurons in isolation. We can physically study them.
Still Neurons are not models of human thinking.
Neurons are rather simple feature detectors.
Modelling Neurons can help us understand how they work, but these
models are a long way from the way we think.