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Intelligent Medical SystemsInstructors: 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. |