Graphing Word Definitions

I have seen (for example, on thesaurus.com) charts which show how close the definition of two different words are to one another.

Has anyone gone in and determined how many factors there are to the definition of a word and computed coordinates in some level of dimensionality? Or has this been determined to be impossible?