University of London Imperial College of Science, Technology and Medicine Inference of Gene Relations from Microarray Experiments by Abductive Reasoning Irene V. Papatheodorou Submitted in part fulfilment of the requirements for the degree of Doctor of Philosophy in Computing of the University of London and the Diploma of Imperial College, January 2007