Towards Open Ended Learning: Budgets, Model Selection, and Representation Thesis by Ryan Geoffrey Gomes In Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy California Institute of Technology Pasadena, California 2011 (Defended January 18, 2011)