An Introduction to Decision Theory by Martin Peterson is a good first introduction to the fundamental principles of decision theory as well as the strengths and weaknesses of causal vs evidential decision theory (it doesn’t get into the more exotic theories, although it does contain a chapter on social choice).
It also contains exercises to ensure basic mastery of the concepts, but only assumes a background of algebra and probability.
An Introduction to Decision Theory by Martin Peterson is a good first introduction to the fundamental principles of decision theory as well as the strengths and weaknesses of causal vs evidential decision theory (it doesn’t get into the more exotic theories, although it does contain a chapter on social choice).
It also contains exercises to ensure basic mastery of the concepts, but only assumes a background of algebra and probability.