What is programming 'based' on?

[MartyMcFly]

I've searched book sellers for a book about understanding what programming is based on (theory, how, why it works, etc.). I've recently started a book about Python for 'beginners', but the author has lost me on page 105. What would this topic be called? Who writes about it?