According to the Oxford Dictionary, argumentation is a noun meaning methodical reasoning or debate and argument (66). Argumentation comes from the term argument, which can mean an exchange of differing views, or a reasoning process.
The Concise Oxford Dictionary. Ed. Della Thompson. Ninth Edition. Oxford: Clarendon Press, 1995.