This volume was prepared to share with a larger audience the exciting ideas and work presented at an ICML 2006 workshop of the same title. Our goal in organ- ing the workshop was to encourage a dialog among people coming from di?erent disciplinary perspectives and with di?erent methods, models, and tools.