Modeling, Analysis, and Visualization of Anisotropy
Springer International Publishing (Verlag)
978-3-319-61357-4 (ISBN)
This book focuses on the modeling, processing and visualization of anisotropy, irrespective of the context in which it emerges, using state-of-the-art mathematical tools. As such, it differs substantially from conventional reference works, which are centered on a particular application. It covers the following topics: (i) the geometric structure of tensors, (ii) statistical methods for tensor field processing, (iii) challenges in mapping neural connectivity and structural mechanics, (iv) processing of uncertainty, and (v) visualizing higher-order representations. In addition to original research contributions, it provides insightful reviews.
This multidisciplinary book is the sixth in a series that aims to foster scientific exchange between communities employing tensors and other higher-order representations of directionally dependent data. A significant number of the chapters were co-authored by the participants of the workshop titled Multidisciplinary Approaches to MultivaluedData: Modeling, Visualization, Analysis, which was held in Dagstuhl, Germany in April 2016.It offers a valuable resource for those working in the field of multi-directional data, vital inspirations for the development of new models, and essential analysis and visualization techniques, thus furthering the state-of-the-art in studies involving anisotropy.
Part I: Features and Visualization.- Part II: Image Processing and Analysis.- Part III: Diffusion Modeling and Microstructure.- Part IV: Tractography.- Part V: Machine Learning Approaches.
Erscheinungsdatum | 18.11.2017 |
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Reihe/Serie | Mathematics and Visualization |
Zusatzinfo | X, 407 p. 150 illus. in color. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 748 g |
Themenwelt | Mathematik / Informatik ► Mathematik ► Algebra |
Schlagworte | Algebra • astrophysics • combinatorics & graph theory • Combinatorics & graph theory • computational science and engineering • computer vision • diffusion-weithed imaging (DWI) • higher-order • Image Processing • image processing and computer vision • Linear and Multilinear Algebras, Matrix Theory • Mathematics • mathematics and statistics • Maths for scientists • matrix theory • Medical Imaging • Spherical Harmonics • Statistics • Structural Mechanics • Tensor • tensor fields • Visualization |
ISBN-10 | 3-319-61357-X / 331961357X |
ISBN-13 | 978-3-319-61357-4 / 9783319613574 |
Zustand | Neuware |
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