After more than 30 years of extensive research on some of the most intriguing problems on decision making and data mining and also working for the development of software solutions, we decided to launch Complete Decisions, LLC, to successfully address some of the most pressing problems in decision making and data mining related to medical decision making and computer-aided diagnosis in medicine.