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This book presents an overview of a variety of contemporary
statistical, mathematical and computer science techniques which are
used to further the knowledge in the medical domain. The authors
focus on applying data mining to the medical domain, including
mining the sets of clinical data typically found in patient's
medical records, image mining, medical mining, data mining and
machine learning applied to generic genomic data and more. This
work also introduces modeling behavior of cancer cells, multi-scale
computational models and simulations of blood flow through vessels
by using patient-specific models. The authors cover different
imaging techniques used to generate patient-specific models. This
is used in computational fluid dynamics software to analyze fluid
flow. Case studies are provided at the end of each chapter.
Professionals and researchers with quantitative backgrounds will
find Computational Medicine in Data Mining and Modeling useful as a
reference. Advanced-level students studying computer science,
mathematics, statistics and biomedicine will also find this book
valuable as a reference or secondary text book.
This book presents an overview of a variety of contemporary
statistical, mathematical and computer science techniques which are
used to further the knowledge in the medical domain. The authors
focus on applying data mining to the medical domain, including
mining the sets of clinical data typically found in patient's
medical records, image mining, medical mining, data mining and
machine learning applied to generic genomic data and more. This
work also introduces modeling behavior of cancer cells, multi-scale
computational models and simulations of blood flow through vessels
by using patient-specific models. The authors cover different
imaging techniques used to generate patient-specific models. This
is used in computational fluid dynamics software to analyze fluid
flow. Case studies are provided at the end of each chapter.
Professionals and researchers with quantitative backgrounds will
find Computational Medicine in Data Mining and Modeling useful as a
reference. Advanced-level students studying computer science,
mathematics, statistics and biomedicine will also find this book
valuable as a reference or secondary text book.
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