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Data Mining and Machine Learning for Biomedical Applications is an informative resource on the fundamentals of data science. It covers data integration and management, statistic...
ISBN: '9780307476395
Category: Uncategorized
About This Book
Data Mining and Machine Learning for Biomedical Applications is an informative resource on the fundamentals of data science. It covers data integration and management, statistical methods, and various approaches to data mining and knowledge discovery through biomedical examples.
This book also discusses the principles and methods of statistical analysis, the benefits of machine learning, model performance evaluation, and considerations and limitations when using data science models in biological science and bioengineering. It is a valuable reference for graduate students and experienced professionals looking to explore predictive analytics within their respective fields.
The book includes exercises, discussion questions, and coded solutions in both R and Python, making it accessible to readers with limited coding experience. The foundational principles covered in this book can be applied in the development of new tools for diagnosis, monitoring, information visualization, and robotic intervention.