Intelligent Medical Systems

Instructors: Prof. Dimitris Maroulis, Dr. Michalis Savelonas

Semester: 3rd

Field: Information Technology in Medicine

Introduction to intelligent medical systems: motivation, problems, definitions, clinical data. Methods for treatment of missing values ​​in medical data. Statistical learning theory and machine learning. Feature extraction and selection methods for medical data. Clustering methods. Fuzzy representation of medical parameters. Expert systems. Heuristic optimization methods and genetic algorithms. Hybrid systems. Medical decision support systems. Evaluation methods of intelligent medical systems, ROC curves. Applications.