The concepts A.s.a. H. learns* are defined** by their place in the hierarchically structured memory/case-base and the neighboring concepts they are linked with. This will vary a bit from one intelligent agent to another and one training history to another. I think this is also true among humans. This is one reason I don't find the definition of words to be as important as some philosophers do.
* and words which name them (see my blog of 5 November 2015)
** and meaning is established
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