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Indeed. I wonder if the networks could learn a more and more general description of the concepts in the hierarchy when going up that hierarchy. E.g. there's a
by ragebol 10y ago
Indeed. I wonder if the networks could learn a more and more general description of the concepts in the hierarchy when going up that hierarchy.
E.g. there's a bunch of tiger species [0] each with a specific underlying model, but some traits are common to all tiger species. And some traits are common to, say, carnivores. Could you share parts of the model/network via that hierarchy, e.g. that a tiger inherits some parts of the model for carnivores etc.
For example, can the 'stripe model' or 'fang model' be shared among tigers and carnivores etc.
I tried something similar for my thesis, but this was before the advent of DNNs etc.
[0] http://conceptnet.io/c/en/tiger?rel=/r/IsA&limit=1000 http://conceptnet.io/c/en/tiger?rel=/r/IsA&limit=1000