Intelligent Systems in Biomedicine
Description
This textbook provides a comprehensive introduction to intelligent systems, integrating foundational theories, learning paradigms, and practical applications with a specific emphasis on biomedical and healthcare domains. The book combines theoretical foundations with real-world applications and serves as an essential resource for understanding intelligent systems and their transformative role in modern AI-driven biomedical innovations. Ethical and regulatory challenges specific to AI in biomedicine are also discussed. Practice problems and exercises complete this valuable resource for students, researchers, and professionals working in this field.
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Persons
Dr. Almir Badnjevic is a prominent figure in the field of biomedical and clinical engineering, with extensive academic, regulatory and industry experience. He holds a PhD in Electrical Engineering and he serves as professor at the Faculty of Pharmacy, University of Sarajevo, as well as guest lecturer at School of Engineering, University of Warwick, University of Donja Gorica, International Burch University and Università Campus Bio-Medico di Roma. Dr. Badnjevic is the president elect of the International Academy of sciences and Arts of Bosnia and Herzegovina, Fellow of World Academy of Art and Science (WAAS) and the ordinary member of European Academy of Sciences and Arts. Dr. Badnjevic is also the founder and director of the Verlab Company and Verlab Research Institute for Biomedical Engineering, Medical Devices and Artificial Intelligence. His work spans over 200 scientific publications, with a focus on medical device safety, AI in healthcare, and bioengineering applications. He is actively involved with international bodies such as ISO and IEC, contributing to the development of global standards for medical devices. He is UN Cyber Fellow, IUPESM Fellow and AAIA. Also he is member of Digital, Technology and AI at European Olypmic Committees. Recognized for bridging the gap between engineering and clinical practice, Dr. Badnjevic combines scientific rigor with practical expertise.
Dr. Lemana Spahic is a double PhD in genetics and bioengineering and biomedical engineering with a research focus on applied intelligent systems for healthcare. She had worked in the field of biomedical engineering for the past 8 years, especially in the field of biomedical devices, medical device management, standardization, regulations and development of AI algorithms for disease diagnostics and published over 80 referenced journal papers, conference publications and book chapters. Dr. Spahic is a course lecturer for the courses biomedical instrumentation, biosensors, biomedical signals and systems and intelligent systems. Additionally, she is the secretary general of the IEEE SA working groups and a recognized innovator with her research solutions being translated into commercial products and nominated for the most innovative digital solution in Health & Well-Being from Bosnia And Herzegovina a WSA global awards competition.
Content
Theories and Algorithms: Introduction to Intelligent Systems.- Supervised Learning Techniques.- Advanced Supervised Learning.- Unsupervised Learning Techniques.- Advanced Unsupervised Learning.- Perceptrons and Multilayer Perceptrons (MLPs).- Fundamentals of Neural Networks.- Advanced Network Classifications.- Fuzzy Systems and Their Applications.- Modern AI and Emerging Technologies.- Applications of Intelligent Systems in Biomedicine: AI in Medical Imaging and Diagnostics.- Intelligent Systems in Medical Device Performance Assessment.- Diagnostic Support Systems and Clinical Decision Making.- AI-Driven Personalized Medicine and Drug Discovery.- Wearable Biosensors and Remote Health Monitoring.- Robotics and AI in Surgery and Rehabilitation.- AI in Biomedicine: Ethical, Regulatory, and Future Considerations.- Review & Practice Problems: Summary of Key Concepts.- Practice Problems and Exercises.