Topological Data Analysis for Scientific Visualization / / by Julien Tierny
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| Autore: |
Tierny Julien
|
| Titolo: |
Topological Data Analysis for Scientific Visualization / / by Julien Tierny
|
| Pubblicazione: | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017 |
| Edizione: | 1st ed. 2017. |
| Descrizione fisica: | 1 online resource (XV, 150 p. 84 illus. in color.) |
| Disciplina: | 006.60151 |
| Soggetto topico: | Mathematics |
| Visualization | |
| Topology | |
| Optical data processing | |
| Algorithms | |
| Computer science - Mathematics | |
| Computer software | |
| Computer Imaging, Vision, Pattern Recognition and Graphics | |
| Discrete Mathematics in Computer Science | |
| Mathematical Software | |
| Nota di bibliografia: | Includes bibliographical references and index. |
| Nota di contenuto: | 1. Introduction -- 2. Background: 2.1 Data representation -- 2.2 Topological abstractions -- 2.3 Algorithms and applications -- 3. Abstraction: 3.1 Efficient topological simplification of scalar fields -- 3.2 Efficient Reeb graph computation for volumetric meshes -- 4. Interaction: 4.1 Topological simplification of isosurfaces -- 4.2 Interactive editing of topological abstractions -- 5. Analysis: 5.1 Exploration of turbulent combustion simulations -- 5.2 Quantitative analysis of molecular interactions -- 6. Perspectives: 6.1 Emerging constraints -- 6.2 Emerging data types -- 7. Conclusion. |
| Sommario/riassunto: | Combining theoretical and practical aspects of topology, this book delivers a comprehensive and self-contained introduction to topological methods for the analysis and visualization of scientific data. Theoretical concepts are presented in a thorough but intuitive manner, with many high-quality color illustrations. Key algorithms for the computation and simplification of topological data representations are described in details, and their application is carefully illustrated in a chapter dedicated to concrete use cases. With its fine balance between theory and practice, "Topological Data Analysis for Scientific Visualization" constitutes an appealing introduction to the increasingly important topic of topological data analysis, for lecturers, students and researchers. |
| Titolo autorizzato: | Topological Data Analysis for Scientific Visualization |
| ISBN: | 3-319-71507-0 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910255455603321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Mathematics and Visualization, . 1612-3786