 Recently, techniques that base on semantic similarity between the possible concepts and the context have appeared and gained interest in the scientific community.One of the spin-offs of calculating document statistics in the concept domain, rather than the word domain, is that concepts form natural tree structures based on hypernymy and meronymy.These structures can be used to produce simple tree membership statistics, that can be used to locate any document in a Euclidean concept space.