ABSTRACTION IN REINFORCEMENT LEARNING IN PARTIALLY OBSERVABLE ENVIRONMENTS A THESIS SUBMITTED TO THE GRADUATE SCHOOL OF NATURAL AND APPLIED SCIENCES OF MIDDLE EAST TECHNICAL UNIVERSITY ERKİN ÇİLDEN IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF DOCTOR OF PHILOSOPHY