Computational Medicine in Data Mining and Modeling -

Computational Medicine in Data Mining and Modeling

Buch | Hardcover
376 Seiten
2013
Springer-Verlag New York Inc.
978-1-4614-8784-5 (ISBN)
106,99 inkl. MwSt
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.

Mining Clinical Data.- Applications of probabilistic and related logics to decision support in medicine.- Transforming electronic medical books to diagnostic decision support systems using relational database management systems.- Text mining in medicine.- A primer on information theory, with applications to neuroscience.- Machine Learning based Imputation of Missing SNP Genotypes in SNP Genotype Arrays.- Computer modeling of atherosclerosis.- Particle dynamics and design of nano-drug delivery systems.- Computational Modeling of Ultrasound Wave Propagation in Bone.

Zusatzinfo 128 Illustrations, color; 43 Illustrations, black and white; X, 376 p. 171 illus., 128 illus. in color.
Verlagsort New York, NY
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Datenbanken Data Warehouse / Data Mining
Informatik Grafik / Design Digitale Bildverarbeitung
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Naturwissenschaften Biologie
Schlagworte biomedical modeling • Computation in Medicine • Imaging Reconstruction • Medical Data Mining • Patient-Specific Simulations
ISBN-10 1-4614-8784-6 / 1461487846
ISBN-13 978-1-4614-8784-5 / 9781461487845
Zustand Neuware
Haben Sie eine Frage zum Produkt?
Mehr entdecken
aus dem Bereich
Auswertung von Daten mit pandas, NumPy und IPython

von Wes McKinney

Buch | Softcover (2023)
O'Reilly (Verlag)
44,90
Datenanalyse für Künstliche Intelligenz

von Jürgen Cleve; Uwe Lämmel

Buch | Softcover (2024)
De Gruyter Oldenbourg (Verlag)
69,95