Whereas humans (and AI systems) can quickly elaborate their capacities, connectionist networks can’t.
For example, when an English-speaking human is given a simple rule of Chinese pronunciation (e.g. say "ch" when you see "q", he can immediately use the rule to speak differently. This kind of learning couldn't occur in a connectionist network, which would have to instantly adjust thousands of connection weights.
John McCarthy, 1988. |