Description: Explainable AI for Transparent and Trustworthy Medical Decision Support equips readers with a comprehensive and timely resource that presents the principles, methodologies, and real-world applications of explainable AI (XAI) within the medical context. Covering a wide range of use cases--from radiology and pathology to genomics and clinical decision support systems--the book provides in-depth discussions on how XAI techniques can enhance interpretability, improve clinician trust, meet regulatory requirements, and ultimately lead to better patient outcomes. The book demystifies the workings of machine learning models and highlights techniques that make them interpretable.
It is designed to empower not only AI researchers and developers but also healthcare administrators and policymakers with the knowledge needed to evaluate, adopt, and trust AI solutions in critical medical applications. The book's authors bring together theory, implementation strategies, ethical implications, and case studies under one cover, offering a multidisciplinary perspective that aligns computer science with medical practice and healthcare policy.Brief description: Dr. C. Dhaya is currently working as a Professor and Head in Computer Science and Engineering in Adhiparasakthi Engineering College, Melmaruvathur, Tamilnadu, India. She received her Bachelor's degree from Madras University, Master's degree from Anna University and Doctorate degree from Pondicherry University. She has published more than twenty research papers in reputed International Journals and Conferences and published patents. Her areas of specialization include Machine Learning, Data Science & Big Data, Software Architecture Evaluation, Genetic Algorithms and Multi criteria decision making. She served as a reviewer for Elsevier, ETRI and some more reputed journals. She is a Life Member of CSI and ISTE. Her dedication to excellence in academia has been recognized through various awards and accolades, including the "Women Leadership Award" by the Computer Society of India and the "Young Researcher Award" for contributions to Science and Technology.